
import pandas as pd
import networkx as nx
from networkx.algorithms import bipartite
import matplotlib.pyplot as plt


# Load data and clean data


page_info=pd.read_csv("1000-page-info.csv")


df=pd.read_csv("user_page_week_likes_201608_201610_add_quality_100000_sample_balanced.csv")
df=df.sort_values(by=['user_id'])
df


df = df.drop(df[df['reaction_time']==0].index)
df = df.drop("is_politifact_user", axis='columns')
df = df.drop("fake_posts_count", axis='columns')
df_20160918 = df.drop(df[df['week_start_date']!='2016-09-18'].index)
df_20160918 = df_20160918.drop("week_start_date", axis='columns')
df_20160918.reset_index(drop=True, inplace=True)
df_20160918


df_20160918_add_page_info = df_20160918.merge(right=page_info, right_on='page_id', left_on='page_id')
df_20160918_add_page_info


# draw bipartite graph


def nx_graph_from_pandas_edgelist(df):
    B = nx.Graph()
    for ir in df.itertuples():
      B.add_node(ir[1], bipartite=0)
      B.add_node(ir[4], bipartite=1)
      B.add_edge(ir[1], ir[4], weight=ir[3])
    return B


B = nx_graph_from_pandas_edgelist(df_20160918_add_page_info)
nx.info(B)

C:\Users\Jackyfirst\AppData\Local\Temp\ipykernel_560\491313857.py:2: DeprecationWarning: info is deprecated and will be removed in version 3.0.

  nx.info(B)

'Graph with 84044 nodes and 347164 edges'


# Find top x reaction_time Pages


df2_20160918 = df_20160918.groupby(by=['page_id']).sum().groupby(level=[0]).cumsum()
df2_20160918 = df2_20160918.sort_values(by='reaction_time', ascending=False)
df2_20160918 = df2_20160918.drop("user_id", axis='columns')
df2_20160918_add_page_info = df2_20160918.merge(right=page_info, right_on='page_id', left_on='page_id')
df2_20160918_add_page_info = df2_20160918_add_page_info.reset_index()
df2_20160918_add_page_info.head(30)


page_id_20160918 = df2_20160918_add_page_info.page_id.tolist()
page_id_20160918[0:30]

[346937065399354,
 15704546335,
 153080620724,
 21785951839,
 179035672287016,
 341163402640457,
 18468761129,
 95475020353,
 199098633470668,
 205344452828349,
 114517875225866,
 22067606728,
 889307941125736,
 226821494115353,
 107705785934333,
 5550296508,
 86680728811,
 112723252096438,
 10643211755,
 21898300328,
 184859785026060,
 219856014723410,
 354522044588660,
 169676909894983,
 133961323610549,
 177486166274,
 513813158657249,
 339226922847416,
 9124187907,
 799539910084929]


# only analysis top x pages


df3_20160918_add_page_info = df_20160918_add_page_info[df_20160918_add_page_info.page_id.isin(page_id_20160918[0:30])]
df3_20160918_add_page_info.reset_index(drop=True, inplace=True)
df3_20160918_add_page_info


# graph visualization


B_20160918 = nx_graph_from_pandas_edgelist(df3_20160918_add_page_info)
nx.info(B_20160918)

C:\Users\Jackyfirst\AppData\Local\Temp\ipykernel_560\3359723739.py:2: DeprecationWarning: info is deprecated and will be removed in version 3.0.

  nx.info(B_20160918)

'Graph with 54395 nodes and 99515 edges'


bottom_nodes, top_nodes = bipartite.sets(B_20160918)


list(top_nodes)

['Donald Trump For President',
 'The LAD Bible',
 'Shaun King',
 "Uncle Sam's Misguided Children",
 'George Takei',
 'Being Liberal',
 'Occupy Democrats',
 'Upworthy',
 'Nation In Distress',
 'NowThis',
 'The Huffington Post',
 'The Political Insider',
 'Faith Family America',
 'Allen West',
 'Mad World News',
 'U.S. Senator Bernie Sanders',
 'The Federalist Papers',
 '9GAG',
 'AWM America',
 'D.L. Hughley',
 'NPR',
 'American News',
 'ABC News',
 'The Other 98%',
 'Breitbart',
 'BuzzFeed',
 'Fox News',
 'Donald J. Trump',
 'CNN',
 'Hillary Clinton']


# Project users' nodes on pages' node


G_20160918 = bipartite.weighted_projected_graph(B_20160918, list(top_nodes), ratio=True)
G_20160918

<networkx.classes.graph.Graph at 0x27033b87160>


for u, v, d in G_20160918.edges(data=True):
    d['weight'] = round(d['weight'], 4) 
list(G_20160918.edges(data=True))

[('Donald Trump For President', 'Allen West', {'weight': 0.0054}),
 ('Donald Trump For President', 'Mad World News', {'weight': 0.0042}),
 ('Donald Trump For President', 'The Federalist Papers', {'weight': 0.0052}),
 ('Donald Trump For President',
  'U.S. Senator Bernie Sanders',
  {'weight': 0.0002}),
 ('Donald Trump For President', '9GAG', {'weight': 0.0001}),
 ('Donald Trump For President', 'The LAD Bible', {'weight': 0.0003}),
 ('Donald Trump For President', 'AWM America', {'weight': 0.0047}),
 ('Donald Trump For President',
  "Uncle Sam's Misguided Children",
  {'weight': 0.002}),
 ('Donald Trump For President', 'George Takei', {'weight': 0.0003}),
 ('Donald Trump For President', 'NPR', {'weight': 0.0001}),
 ('Donald Trump For President', 'D.L. Hughley', {'weight': 0.0001}),
 ('Donald Trump For President', 'Being Liberal', {'weight': 0.0}),
 ('Donald Trump For President', 'ABC News', {'weight': 0.0011}),
 ('Donald Trump For President', 'American News', {'weight': 0.0087}),
 ('Donald Trump For President', 'Occupy Democrats', {'weight': 0.0001}),
 ('Donald Trump For President', 'Breitbart', {'weight': 0.0065}),
 ('Donald Trump For President', 'The Other 98%', {'weight': 0.0001}),
 ('Donald Trump For President', 'Nation In Distress', {'weight': 0.0069}),
 ('Donald Trump For President', 'Upworthy', {'weight': 0.0003}),
 ('Donald Trump For President', 'NowThis', {'weight': 0.0012}),
 ('Donald Trump For President', 'BuzzFeed', {'weight': 0.0001}),
 ('Donald Trump For President', 'The Huffington Post', {'weight': 0.0001}),
 ('Donald Trump For President', 'Fox News', {'weight': 0.0096}),
 ('Donald Trump For President', 'The Political Insider', {'weight': 0.0067}),
 ('Donald Trump For President', 'Donald J. Trump', {'weight': 0.0103}),
 ('Donald Trump For President', 'CNN', {'weight': 0.0006}),
 ('Donald Trump For President', 'Faith Family America', {'weight': 0.0045}),
 ('Donald Trump For President', 'Hillary Clinton', {'weight': 0.0001}),
 ('The LAD Bible', 'Allen West', {'weight': 0.0007}),
 ('The LAD Bible', 'Mad World News', {'weight': 0.0002}),
 ('The LAD Bible', 'The Federalist Papers', {'weight': 0.0003}),
 ('The LAD Bible', 'U.S. Senator Bernie Sanders', {'weight': 0.0017}),
 ('The LAD Bible', '9GAG', {'weight': 0.0133}),
 ('The LAD Bible', 'AWM America', {'weight': 0.0006}),
 ('The LAD Bible', 'Shaun King', {'weight': 0.0009}),
 ('The LAD Bible', "Uncle Sam's Misguided Children", {'weight': 0.0009}),
 ('The LAD Bible', 'George Takei', {'weight': 0.0044}),
 ('The LAD Bible', 'NPR', {'weight': 0.001}),
 ('The LAD Bible', 'D.L. Hughley', {'weight': 0.0009}),
 ('The LAD Bible', 'Being Liberal', {'weight': 0.0007}),
 ('The LAD Bible', 'ABC News', {'weight': 0.0032}),
 ('The LAD Bible', 'American News', {'weight': 0.0007}),
 ('The LAD Bible', 'Occupy Democrats', {'weight': 0.0093}),
 ('The LAD Bible', 'The Other 98%', {'weight': 0.0034}),
 ('The LAD Bible', 'Breitbart', {'weight': 0.0007}),
 ('The LAD Bible', 'Upworthy', {'weight': 0.0045}),
 ('The LAD Bible', 'NowThis', {'weight': 0.0164}),
 ('The LAD Bible', 'Nation In Distress', {'weight': 0.0004}),
 ('The LAD Bible', 'BuzzFeed', {'weight': 0.0054}),
 ('The LAD Bible', 'The Huffington Post', {'weight': 0.0033}),
 ('The LAD Bible', 'Fox News', {'weight': 0.0022}),
 ('The LAD Bible', 'The Political Insider', {'weight': 0.0004}),
 ('The LAD Bible', 'Donald J. Trump', {'weight': 0.0013}),
 ('The LAD Bible', 'CNN', {'weight': 0.0028}),
 ('The LAD Bible', 'Faith Family America', {'weight': 0.0004}),
 ('The LAD Bible', 'Hillary Clinton', {'weight': 0.0015}),
 ('Shaun King', 'Allen West', {'weight': 0.0}),
 ('Shaun King', 'U.S. Senator Bernie Sanders', {'weight': 0.0032}),
 ('Shaun King', 'The Federalist Papers', {'weight': 0.0}),
 ('Shaun King', '9GAG', {'weight': 0.0005}),
 ('Shaun King', 'AWM America', {'weight': 0.0001}),
 ('Shaun King', "Uncle Sam's Misguided Children", {'weight': 0.0001}),
 ('Shaun King', 'George Takei', {'weight': 0.0032}),
 ('Shaun King', 'NPR', {'weight': 0.0038}),
 ('Shaun King', 'D.L. Hughley', {'weight': 0.0047}),
 ('Shaun King', 'Being Liberal', {'weight': 0.0021}),
 ('Shaun King', 'American News', {'weight': 0.0001}),
 ('Shaun King', 'ABC News', {'weight': 0.0017}),
 ('Shaun King', 'Occupy Democrats', {'weight': 0.0077}),
 ('Shaun King', 'The Other 98%', {'weight': 0.0058}),
 ('Shaun King', 'Breitbart', {'weight': 0.0}),
 ('Shaun King', 'NowThis', {'weight': 0.0045}),
 ('Shaun King', 'Upworthy', {'weight': 0.0026}),
 ('Shaun King', 'Nation In Distress', {'weight': 0.0}),
 ('Shaun King', 'BuzzFeed', {'weight': 0.0023}),
 ('Shaun King', 'The Huffington Post', {'weight': 0.0049}),
 ('Shaun King', 'Fox News', {'weight': 0.0003}),
 ('Shaun King', 'The Political Insider', {'weight': 0.0}),
 ('Shaun King', 'CNN', {'weight': 0.0024}),
 ('Shaun King', 'Donald J. Trump', {'weight': 0.0001}),
 ('Shaun King', 'Faith Family America', {'weight': 0.0001}),
 ('Shaun King', 'Hillary Clinton', {'weight': 0.0018}),
 ("Uncle Sam's Misguided Children", 'Allen West', {'weight': 0.0046}),
 ("Uncle Sam's Misguided Children", 'Mad World News', {'weight': 0.0021}),
 ("Uncle Sam's Misguided Children",
  'The Federalist Papers',
  {'weight': 0.0038}),
 ("Uncle Sam's Misguided Children",
  'U.S. Senator Bernie Sanders',
  {'weight': 0.0006}),
 ("Uncle Sam's Misguided Children", '9GAG', {'weight': 0.0003}),
 ("Uncle Sam's Misguided Children", 'AWM America', {'weight': 0.0022}),
 ("Uncle Sam's Misguided Children", 'George Takei', {'weight': 0.0005}),
 ("Uncle Sam's Misguided Children", 'NPR', {'weight': 0.0001}),
 ("Uncle Sam's Misguided Children", 'D.L. Hughley', {'weight': 0.0}),
 ("Uncle Sam's Misguided Children", 'Being Liberal', {'weight': 0.0001}),
 ("Uncle Sam's Misguided Children", 'American News', {'weight': 0.004}),
 ("Uncle Sam's Misguided Children", 'ABC News', {'weight': 0.0014}),
 ("Uncle Sam's Misguided Children", 'Occupy Democrats', {'weight': 0.0008}),
 ("Uncle Sam's Misguided Children", 'Breitbart', {'weight': 0.0042}),
 ("Uncle Sam's Misguided Children", 'The Other 98%', {'weight': 0.0006}),
 ("Uncle Sam's Misguided Children", 'Nation In Distress', {'weight': 0.0026}),
 ("Uncle Sam's Misguided Children", 'NowThis', {'weight': 0.0021}),
 ("Uncle Sam's Misguided Children", 'Upworthy', {'weight': 0.0003}),
 ("Uncle Sam's Misguided Children", 'BuzzFeed', {'weight': 0.0003}),
 ("Uncle Sam's Misguided Children", 'The Huffington Post', {'weight': 0.0002}),
 ("Uncle Sam's Misguided Children", 'Fox News', {'weight': 0.0079}),
 ("Uncle Sam's Misguided Children",
  'The Political Insider',
  {'weight': 0.0023}),
 ("Uncle Sam's Misguided Children", 'CNN', {'weight': 0.0009}),
 ("Uncle Sam's Misguided Children", 'Donald J. Trump', {'weight': 0.005}),
 ("Uncle Sam's Misguided Children",
  'Faith Family America',
  {'weight': 0.0019}),
 ("Uncle Sam's Misguided Children", 'Hillary Clinton', {'weight': 0.0001}),
 ('George Takei', 'Allen West', {'weight': 0.0006}),
 ('George Takei', 'Mad World News', {'weight': 0.0003}),
 ('George Takei', 'U.S. Senator Bernie Sanders', {'weight': 0.0075}),
 ('George Takei', 'The Federalist Papers', {'weight': 0.0007}),
 ('George Takei', '9GAG', {'weight': 0.0034}),
 ('George Takei', 'AWM America', {'weight': 0.0009}),
 ('George Takei', 'D.L. Hughley', {'weight': 0.0015}),
 ('George Takei', 'NPR', {'weight': 0.0093}),
 ('George Takei', 'Being Liberal', {'weight': 0.0058}),
 ('George Takei', 'American News', {'weight': 0.0009}),
 ('George Takei', 'ABC News', {'weight': 0.0034}),
 ('George Takei', 'Occupy Democrats', {'weight': 0.0121}),
 ('George Takei', 'The Other 98%', {'weight': 0.0089}),
 ('George Takei', 'Breitbart', {'weight': 0.0006}),
 ('George Takei', 'Upworthy', {'weight': 0.0086}),
 ('George Takei', 'NowThis', {'weight': 0.0067}),
 ('George Takei', 'Nation In Distress', {'weight': 0.0002}),
 ('George Takei', 'BuzzFeed', {'weight': 0.0069}),
 ('George Takei', 'The Huffington Post', {'weight': 0.0112}),
 ('George Takei', 'Fox News', {'weight': 0.002}),
 ('George Takei', 'The Political Insider', {'weight': 0.0005}),
 ('George Takei', 'CNN', {'weight': 0.0046}),
 ('George Takei', 'Donald J. Trump', {'weight': 0.0008}),
 ('George Takei', 'Faith Family America', {'weight': 0.0004}),
 ('George Takei', 'Hillary Clinton', {'weight': 0.005}),
 ('Being Liberal', 'Allen West', {'weight': 0.0001}),
 ('Being Liberal', 'Mad World News', {'weight': 0.0001}),
 ('Being Liberal', 'U.S. Senator Bernie Sanders', {'weight': 0.0056}),
 ('Being Liberal', 'The Federalist Papers', {'weight': 0.0001}),
 ('Being Liberal', '9GAG', {'weight': 0.0003}),
 ('Being Liberal', 'AWM America', {'weight': 0.0005}),
 ('Being Liberal', 'NPR', {'weight': 0.0051}),
 ('Being Liberal', 'D.L. Hughley', {'weight': 0.0011}),
 ('Being Liberal', 'ABC News', {'weight': 0.0016}),
 ('Being Liberal', 'American News', {'weight': 0.0003}),
 ('Being Liberal', 'Occupy Democrats', {'weight': 0.0136}),
 ('Being Liberal', 'The Other 98%', {'weight': 0.0078}),
 ('Being Liberal', 'Breitbart', {'weight': 0.0001}),
 ('Being Liberal', 'Upworthy', {'weight': 0.0044}),
 ('Being Liberal', 'NowThis', {'weight': 0.0029}),
 ('Being Liberal', 'Nation In Distress', {'weight': 0.0001}),
 ('Being Liberal', 'BuzzFeed', {'weight': 0.002}),
 ('Being Liberal', 'The Huffington Post', {'weight': 0.0074}),
 ('Being Liberal', 'Fox News', {'weight': 0.0002}),
 ('Being Liberal', 'The Political Insider', {'weight': 0.0001}),
 ('Being Liberal', 'CNN', {'weight': 0.0026}),
 ('Being Liberal', 'Donald J. Trump', {'weight': 0.0}),
 ('Being Liberal', 'Faith Family America', {'weight': 0.0002}),
 ('Being Liberal', 'Hillary Clinton', {'weight': 0.0054}),
 ('Occupy Democrats', 'Allen West', {'weight': 0.0004}),
 ('Occupy Democrats', 'Mad World News', {'weight': 0.0003}),
 ('Occupy Democrats', 'U.S. Senator Bernie Sanders', {'weight': 0.017}),
 ('Occupy Democrats', 'The Federalist Papers', {'weight': 0.0006}),
 ('Occupy Democrats', '9GAG', {'weight': 0.0037}),
 ('Occupy Democrats', 'AWM America', {'weight': 0.0024}),
 ('Occupy Democrats', 'NPR', {'weight': 0.0092}),
 ('Occupy Democrats', 'D.L. Hughley', {'weight': 0.0073}),
 ('Occupy Democrats', 'American News', {'weight': 0.0022}),
 ('Occupy Democrats', 'ABC News', {'weight': 0.0079}),
 ('Occupy Democrats', 'The Other 98%', {'weight': 0.0214}),
 ('Occupy Democrats', 'Breitbart', {'weight': 0.0006}),
 ('Occupy Democrats', 'NowThis', {'weight': 0.0241}),
 ('Occupy Democrats', 'Upworthy', {'weight': 0.0126}),
 ('Occupy Democrats', 'Nation In Distress', {'weight': 0.0006}),
 ('Occupy Democrats', 'BuzzFeed', {'weight': 0.0056}),
 ('Occupy Democrats', 'The Huffington Post', {'weight': 0.017}),
 ('Occupy Democrats', 'Fox News', {'weight': 0.0022}),
 ('Occupy Democrats', 'The Political Insider', {'weight': 0.0004}),
 ('Occupy Democrats', 'CNN', {'weight': 0.0102}),
 ('Occupy Democrats', 'Donald J. Trump', {'weight': 0.0006}),
 ('Occupy Democrats', 'Faith Family America', {'weight': 0.0012}),
 ('Occupy Democrats', 'Hillary Clinton', {'weight': 0.0156}),
 ('Upworthy', 'Allen West', {'weight': 0.0006}),
 ('Upworthy', 'Mad World News', {'weight': 0.0003}),
 ('Upworthy', 'U.S. Senator Bernie Sanders', {'weight': 0.0058}),
 ('Upworthy', 'The Federalist Papers', {'weight': 0.0005}),
 ('Upworthy', '9GAG', {'weight': 0.0017}),
 ('Upworthy', 'AWM America', {'weight': 0.0013}),
 ('Upworthy', 'D.L. Hughley', {'weight': 0.0016}),
 ('Upworthy', 'NPR', {'weight': 0.0067}),
 ('Upworthy', 'ABC News', {'weight': 0.0036}),
 ('Upworthy', 'American News', {'weight': 0.0014}),
 ('Upworthy', 'The Other 98%', {'weight': 0.0069}),
 ('Upworthy', 'Breitbart', {'weight': 0.0005}),
 ('Upworthy', 'NowThis', {'weight': 0.0111}),
 ('Upworthy', 'Nation In Distress', {'weight': 0.0005}),
 ('Upworthy', 'BuzzFeed', {'weight': 0.0055}),
 ('Upworthy', 'The Huffington Post', {'weight': 0.0104}),
 ('Upworthy', 'Fox News', {'weight': 0.0019}),
 ('Upworthy', 'The Political Insider', {'weight': 0.0006}),
 ('Upworthy', 'CNN', {'weight': 0.0051}),
 ('Upworthy', 'Donald J. Trump', {'weight': 0.0007}),
 ('Upworthy', 'Faith Family America', {'weight': 0.0008}),
 ('Upworthy', 'Hillary Clinton', {'weight': 0.0047}),
 ('Nation In Distress', 'Allen West', {'weight': 0.0054}),
 ('Nation In Distress', 'Mad World News', {'weight': 0.007}),
 ('Nation In Distress', 'The Federalist Papers', {'weight': 0.007}),
 ('Nation In Distress', 'U.S. Senator Bernie Sanders', {'weight': 0.0003}),
 ('Nation In Distress', '9GAG', {'weight': 0.0001}),
 ('Nation In Distress', 'AWM America', {'weight': 0.007}),
 ('Nation In Distress', 'NPR', {'weight': 0.0001}),
 ('Nation In Distress', 'D.L. Hughley', {'weight': 0.0001}),
 ('Nation In Distress', 'ABC News', {'weight': 0.0013}),
 ('Nation In Distress', 'American News', {'weight': 0.0124}),
 ('Nation In Distress', 'Breitbart', {'weight': 0.0067}),
 ('Nation In Distress', 'The Other 98%', {'weight': 0.0002}),
 ('Nation In Distress', 'NowThis', {'weight': 0.0015}),
 ('Nation In Distress', 'BuzzFeed', {'weight': 0.0}),
 ('Nation In Distress', 'The Huffington Post', {'weight': 0.0002}),
 ('Nation In Distress', 'Fox News', {'weight': 0.0088}),
 ('Nation In Distress', 'The Political Insider', {'weight': 0.0088}),
 ('Nation In Distress', 'Donald J. Trump', {'weight': 0.0065}),
 ('Nation In Distress', 'CNN', {'weight': 0.0004}),
 ('Nation In Distress', 'Faith Family America', {'weight': 0.0069}),
 ('Nation In Distress', 'Hillary Clinton', {'weight': 0.0001}),
 ('NowThis', 'Allen West', {'weight': 0.0022}),
 ('NowThis', 'Mad World News', {'weight': 0.0012}),
 ('NowThis', 'U.S. Senator Bernie Sanders', {'weight': 0.0083}),
 ('NowThis', 'The Federalist Papers', {'weight': 0.002}),
 ('NowThis', '9GAG', {'weight': 0.0079}),
 ('NowThis', 'AWM America', {'weight': 0.004}),
 ('NowThis', 'D.L. Hughley', {'weight': 0.0039}),
 ('NowThis', 'NPR', {'weight': 0.0044}),
 ('NowThis', 'ABC News', {'weight': 0.0089}),
 ('NowThis', 'American News', {'weight': 0.0039}),
 ('NowThis', 'The Other 98%', {'weight': 0.0096}),
 ('NowThis', 'Breitbart', {'weight': 0.0023}),
 ('NowThis', 'BuzzFeed', {'weight': 0.0084}),
 ('NowThis', 'The Huffington Post', {'weight': 0.0088}),
 ('NowThis', 'Fox News', {'weight': 0.0072}),
 ('NowThis', 'The Political Insider', {'weight': 0.0021}),
 ('NowThis', 'CNN', {'weight': 0.0087}),
 ('NowThis', 'Donald J. Trump', {'weight': 0.0028}),
 ('NowThis', 'Faith Family America', {'weight': 0.0019}),
 ('NowThis', 'Hillary Clinton', {'weight': 0.0051}),
 ('The Huffington Post', 'Allen West', {'weight': 0.0003}),
 ('The Huffington Post', 'Mad World News', {'weight': 0.0002}),
 ('The Huffington Post', 'U.S. Senator Bernie Sanders', {'weight': 0.0075}),
 ('The Huffington Post', 'The Federalist Papers', {'weight': 0.0003}),
 ('The Huffington Post', '9GAG', {'weight': 0.0019}),
 ('The Huffington Post', 'AWM America', {'weight': 0.0006}),
 ('The Huffington Post', 'D.L. Hughley', {'weight': 0.0029}),
 ('The Huffington Post', 'NPR', {'weight': 0.0114}),
 ('The Huffington Post', 'ABC News', {'weight': 0.0052}),
 ('The Huffington Post', 'American News', {'weight': 0.0006}),
 ('The Huffington Post', 'The Other 98%', {'weight': 0.0097}),
 ('The Huffington Post', 'Breitbart', {'weight': 0.0002}),
 ('The Huffington Post', 'BuzzFeed', {'weight': 0.0089}),
 ('The Huffington Post', 'Fox News', {'weight': 0.0015}),
 ('The Huffington Post', 'The Political Insider', {'weight': 0.0001}),
 ('The Huffington Post', 'CNN', {'weight': 0.0083}),
 ('The Huffington Post', 'Donald J. Trump', {'weight': 0.0005}),
 ('The Huffington Post', 'Faith Family America', {'weight': 0.0003}),
 ('The Huffington Post', 'Hillary Clinton', {'weight': 0.0094}),
 ('The Political Insider', 'Allen West', {'weight': 0.0069}),
 ('The Political Insider', 'Mad World News', {'weight': 0.0071}),
 ('The Political Insider', 'The Federalist Papers', {'weight': 0.0079}),
 ('The Political Insider', 'U.S. Senator Bernie Sanders', {'weight': 0.0003}),
 ('The Political Insider', '9GAG', {'weight': 0.0001}),
 ('The Political Insider', 'AWM America', {'weight': 0.011}),
 ('The Political Insider', 'NPR', {'weight': 0.0001}),
 ('The Political Insider', 'D.L. Hughley', {'weight': 0.0001}),
 ('The Political Insider', 'ABC News', {'weight': 0.0015}),
 ('The Political Insider', 'American News', {'weight': 0.0164}),
 ('The Political Insider', 'Breitbart', {'weight': 0.0081}),
 ('The Political Insider', 'The Other 98%', {'weight': 0.0002}),
 ('The Political Insider', 'BuzzFeed', {'weight': 0.0001}),
 ('The Political Insider', 'Fox News', {'weight': 0.0116}),
 ('The Political Insider', 'Donald J. Trump', {'weight': 0.0073}),
 ('The Political Insider', 'CNN', {'weight': 0.0008}),
 ('The Political Insider', 'Faith Family America', {'weight': 0.0085}),
 ('The Political Insider', 'Hillary Clinton', {'weight': 0.0001}),
 ('Faith Family America', 'Allen West', {'weight': 0.0054}),
 ('Faith Family America', 'Mad World News', {'weight': 0.0053}),
 ('Faith Family America', 'The Federalist Papers', {'weight': 0.0071}),
 ('Faith Family America', 'U.S. Senator Bernie Sanders', {'weight': 0.0006}),
 ('Faith Family America', '9GAG', {'weight': 0.0}),
 ('Faith Family America', 'AWM America', {'weight': 0.0104}),
 ('Faith Family America', 'D.L. Hughley', {'weight': 0.0002}),
 ('Faith Family America', 'NPR', {'weight': 0.0001}),
 ('Faith Family America', 'American News', {'weight': 0.0141}),
 ('Faith Family America', 'ABC News', {'weight': 0.0012}),
 ('Faith Family America', 'Breitbart', {'weight': 0.0057}),
 ('Faith Family America', 'The Other 98%', {'weight': 0.0003}),
 ('Faith Family America', 'BuzzFeed', {'weight': 0.0001}),
 ('Faith Family America', 'Fox News', {'weight': 0.0097}),
 ('Faith Family America', 'Donald J. Trump', {'weight': 0.0056}),
 ('Faith Family America', 'CNN', {'weight': 0.0008}),
 ('Faith Family America', 'Hillary Clinton', {'weight': 0.0005}),
 ('Allen West', 'Mad World News', {'weight': 0.0034}),
 ('Allen West', 'The Federalist Papers', {'weight': 0.01}),
 ('Allen West', 'U.S. Senator Bernie Sanders', {'weight': 0.0004}),
 ('Allen West', '9GAG', {'weight': 0.0002}),
 ('Allen West', 'AWM America', {'weight': 0.0058}),
 ('Allen West', 'NPR', {'weight': 0.0002}),
 ('Allen West', 'D.L. Hughley', {'weight': 0.0002}),
 ('Allen West', 'ABC News', {'weight': 0.0021}),
 ('Allen West', 'American News', {'weight': 0.0106}),
 ('Allen West', 'Breitbart', {'weight': 0.0124}),
 ('Allen West', 'The Other 98%', {'weight': 0.0003}),
 ('Allen West', 'BuzzFeed', {'weight': 0.0002}),
 ('Allen West', 'Fox News', {'weight': 0.0191}),
 ('Allen West', 'CNN', {'weight': 0.0012}),
 ('Allen West', 'Donald J. Trump', {'weight': 0.0113}),
 ('Allen West', 'Hillary Clinton', {'weight': 0.0001}),
 ('Mad World News', 'The Federalist Papers', {'weight': 0.0052}),
 ('Mad World News', 'U.S. Senator Bernie Sanders', {'weight': 0.0004}),
 ('Mad World News', '9GAG', {'weight': 0.0001}),
 ('Mad World News', 'AWM America', {'weight': 0.0071}),
 ('Mad World News', 'D.L. Hughley', {'weight': 0.0001}),
 ('Mad World News', 'NPR', {'weight': 0.0001}),
 ('Mad World News', 'ABC News', {'weight': 0.0007}),
 ('Mad World News', 'American News', {'weight': 0.0112}),
 ('Mad World News', 'Breitbart', {'weight': 0.0042}),
 ('Mad World News', 'The Other 98%', {'weight': 0.0002}),
 ('Mad World News', 'BuzzFeed', {'weight': 0.0001}),
 ('Mad World News', 'Fox News', {'weight': 0.0057}),
 ('Mad World News', 'CNN', {'weight': 0.0004}),
 ('Mad World News', 'Donald J. Trump', {'weight': 0.0036}),
 ('Mad World News', 'Hillary Clinton', {'weight': 0.0001}),
 ('U.S. Senator Bernie Sanders', 'The Federalist Papers', {'weight': 0.0004}),
 ('U.S. Senator Bernie Sanders', '9GAG', {'weight': 0.0012}),
 ('U.S. Senator Bernie Sanders', 'AWM America', {'weight': 0.001}),
 ('U.S. Senator Bernie Sanders', 'D.L. Hughley', {'weight': 0.0015}),
 ('U.S. Senator Bernie Sanders', 'NPR', {'weight': 0.007}),
 ('U.S. Senator Bernie Sanders', 'ABC News', {'weight': 0.0027}),
 ('U.S. Senator Bernie Sanders', 'American News', {'weight': 0.0012}),
 ('U.S. Senator Bernie Sanders', 'The Other 98%', {'weight': 0.0086}),
 ('U.S. Senator Bernie Sanders', 'Breitbart', {'weight': 0.0007}),
 ('U.S. Senator Bernie Sanders', 'BuzzFeed', {'weight': 0.0023}),
 ('U.S. Senator Bernie Sanders', 'Fox News', {'weight': 0.0013}),
 ('U.S. Senator Bernie Sanders', 'CNN', {'weight': 0.0042}),
 ('U.S. Senator Bernie Sanders', 'Donald J. Trump', {'weight': 0.0006}),
 ('U.S. Senator Bernie Sanders', 'Hillary Clinton', {'weight': 0.0058}),
 ('The Federalist Papers', '9GAG', {'weight': 0.0003}),
 ('The Federalist Papers', 'AWM America', {'weight': 0.0076}),
 ('The Federalist Papers', 'NPR', {'weight': 0.0002}),
 ('The Federalist Papers', 'D.L. Hughley', {'weight': 0.0001}),
 ('The Federalist Papers', 'ABC News', {'weight': 0.0015}),
 ('The Federalist Papers', 'American News', {'weight': 0.0111}),
 ('The Federalist Papers', 'Breitbart', {'weight': 0.0113}),
 ('The Federalist Papers', 'The Other 98%', {'weight': 0.0004}),
 ('The Federalist Papers', 'BuzzFeed', {'weight': 0.0001}),
 ('The Federalist Papers', 'Fox News', {'weight': 0.0135}),
 ('The Federalist Papers', 'Donald J. Trump', {'weight': 0.0082}),
 ('The Federalist Papers', 'CNN', {'weight': 0.0008}),
 ('The Federalist Papers', 'Hillary Clinton', {'weight': 0.0001}),
 ('9GAG', 'AWM America', {'weight': 0.0002}),
 ('9GAG', 'D.L. Hughley', {'weight': 0.0004}),
 ('9GAG', 'NPR', {'weight': 0.0006}),
 ('9GAG', 'ABC News', {'weight': 0.0013}),
 ('9GAG', 'American News', {'weight': 0.0003}),
 ('9GAG', 'The Other 98%', {'weight': 0.0026}),
 ('9GAG', 'Breitbart', {'weight': 0.0004}),
 ('9GAG', 'BuzzFeed', {'weight': 0.0038}),
 ('9GAG', 'Fox News', {'weight': 0.0009}),
 ('9GAG', 'CNN', {'weight': 0.0024}),
 ('9GAG', 'Donald J. Trump', {'weight': 0.0008}),
 ('9GAG', 'Hillary Clinton', {'weight': 0.0008}),
 ('AWM America', 'D.L. Hughley', {'weight': 0.0004}),
 ('AWM America', 'NPR', {'weight': 0.0004}),
 ('AWM America', 'ABC News', {'weight': 0.0025}),
 ('AWM America', 'American News', {'weight': 0.0203}),
 ('AWM America', 'Breitbart', {'weight': 0.0066}),
 ('AWM America', 'The Other 98%', {'weight': 0.0007}),
 ('AWM America', 'BuzzFeed', {'weight': 0.0003}),
 ('AWM America', 'Fox News', {'weight': 0.012}),
 ('AWM America', 'Donald J. Trump', {'weight': 0.0065}),
 ('AWM America', 'CNN', {'weight': 0.0011}),
 ('AWM America', 'Hillary Clinton', {'weight': 0.0004}),
 ('D.L. Hughley', 'NPR', {'weight': 0.0012}),
 ('D.L. Hughley', 'ABC News', {'weight': 0.0024}),
 ('D.L. Hughley', 'American News', {'weight': 0.0002}),
 ('D.L. Hughley', 'The Other 98%', {'weight': 0.0031}),
 ('D.L. Hughley', 'Breitbart', {'weight': 0.0}),
 ('D.L. Hughley', 'BuzzFeed', {'weight': 0.0007}),
 ('D.L. Hughley', 'Fox News', {'weight': 0.0004}),
 ('D.L. Hughley', 'CNN', {'weight': 0.0024}),
 ('D.L. Hughley', 'Donald J. Trump', {'weight': 0.0001}),
 ('D.L. Hughley', 'Hillary Clinton', {'weight': 0.0014}),
 ('NPR', 'American News', {'weight': 0.0003}),
 ('NPR', 'ABC News', {'weight': 0.0023}),
 ('NPR', 'The Other 98%', {'weight': 0.0063}),
 ('NPR', 'Breitbart', {'weight': 0.0002}),
 ('NPR', 'BuzzFeed', {'weight': 0.0038}),
 ('NPR', 'Fox News', {'weight': 0.0007}),
 ('NPR', 'CNN', {'weight': 0.0044}),
 ('NPR', 'Donald J. Trump', {'weight': 0.0002}),
 ('NPR', 'Hillary Clinton', {'weight': 0.0063}),
 ('American News', 'ABC News', {'weight': 0.003}),
 ('American News', 'Breitbart', {'weight': 0.0119}),
 ('American News', 'The Other 98%', {'weight': 0.0006}),
 ('American News', 'BuzzFeed', {'weight': 0.0001}),
 ('American News', 'Fox News', {'weight': 0.0194}),
 ('American News', 'Donald J. Trump', {'weight': 0.0107}),
 ('American News', 'CNN', {'weight': 0.0012}),
 ('American News', 'Hillary Clinton', {'weight': 0.0003}),
 ('ABC News', 'The Other 98%', {'weight': 0.0029}),
 ('ABC News', 'Breitbart', {'weight': 0.0019}),
 ('ABC News', 'BuzzFeed', {'weight': 0.0028}),
 ('ABC News', 'Fox News', {'weight': 0.0075}),
 ('ABC News', 'CNN', {'weight': 0.0068}),
 ('ABC News', 'Donald J. Trump', {'weight': 0.0033}),
 ('ABC News', 'Hillary Clinton', {'weight': 0.0031}),
 ('The Other 98%', 'Breitbart', {'weight': 0.0003}),
 ('The Other 98%', 'BuzzFeed', {'weight': 0.0046}),
 ('The Other 98%', 'Fox News', {'weight': 0.0013}),
 ('The Other 98%', 'CNN', {'weight': 0.0043}),
 ('The Other 98%', 'Donald J. Trump', {'weight': 0.0003}),
 ('The Other 98%', 'Hillary Clinton', {'weight': 0.0046}),
 ('Breitbart', 'BuzzFeed', {'weight': 0.0001}),
 ('Breitbart', 'Fox News', {'weight': 0.0188}),
 ('Breitbart', 'Donald J. Trump', {'weight': 0.0133}),
 ('Breitbart', 'CNN', {'weight': 0.0011}),
 ('Breitbart', 'Hillary Clinton', {'weight': 0.0002}),
 ('BuzzFeed', 'Fox News', {'weight': 0.0013}),
 ('BuzzFeed', 'CNN', {'weight': 0.0038}),
 ('BuzzFeed', 'Donald J. Trump', {'weight': 0.0006}),
 ('BuzzFeed', 'Hillary Clinton', {'weight': 0.0033}),
 ('Fox News', 'Donald J. Trump', {'weight': 0.0289}),
 ('Fox News', 'CNN', {'weight': 0.0055}),
 ('Fox News', 'Hillary Clinton', {'weight': 0.0008}),
 ('Donald J. Trump', 'CNN', {'weight': 0.0022}),
 ('Donald J. Trump', 'Hillary Clinton', {'weight': 0.0004}),
 ('CNN', 'Hillary Clinton', {'weight': 0.0063})]


# Calculate average weight


weight_sum = 0
node_sum = 0
average_weight = 0
for u, v, d in G_20160918.edges(data=True):
    weight_sum += d['weight']
    node_sum += 1
average_weight = weight_sum / node_sum
average_weight

0.0036050808314087713


elarge = [(u, v) for (u, v, d) in G_20160918.edges(data=True) if d["weight"] > average_weight ]
esmall = [(u, v) for (u, v, d) in G_20160918.edges(data=True) if d["weight"] <= average_weight ]

pos = nx.spring_layout(G_20160918, seed=7)  # positions for all nodes - seed for reproducibility

# nodes
nx.draw_networkx_nodes(G_20160918, pos, node_size=60)

# edges
nx.draw_networkx_edges(G_20160918, pos, edgelist=elarge, width=2, edge_color="red")
nx.draw_networkx_edges(
    G_20160918, pos, edgelist=esmall, width=0.5, alpha=0.5, edge_color="black", style="dashed"
)

# node labels
nx.draw_networkx_labels(G_20160918, pos, font_size=15, font_family="sans-serif")
# edge weight labels
edge_labels = nx.get_edge_attributes(G_20160918, "weight")
#nx.draw_networkx_edge_labels(G_20160918, pos, edge_labels, font_size=6, font_family="sans-serif")

ax = plt.gca()
ax.margins(0.001)
plt.axis("off")
plt.tight_layout()
plt.gcf().subplots_adjust(left=0)
plt.gcf().subplots_adjust(right=2)
plt.gcf().subplots_adjust(top=2)
plt.gcf().subplots_adjust(bottom=0)
plt.show()


#2016-09-25
# Load data and clean data
df_20160925 = df.drop(df[df['week_start_date']!='2016-09-25'].index)
df_20160925 = df_20160925.drop("week_start_date", axis='columns')
df_20160925.reset_index(drop=True, inplace=True)

df_20160925_add_page_info = df_20160925.merge(right=page_info, right_on='page_id', left_on='page_id')


## Find top x reaction_time Pages
df2_20160925 = df_20160925_add_page_info.groupby(by=['page_id']).sum().groupby(level=[0]).cumsum()
df2_20160925 = df2_20160925.sort_values(by='reaction_time', ascending=False)
df2_20160925 = df2_20160925.reset_index()
page_id_20160925 = df2_20160925.page_id.tolist()


## only analysis top x pages
df3_20160925_add_page_info = df_20160925_add_page_info[df_20160925_add_page_info.page_id.isin(page_id_20160925[0:30])]
df3_20160925_add_page_info.reset_index(drop=True, inplace=True)


# graph visualization
B_20160925 = nx_graph_from_pandas_edgelist(df3_20160925_add_page_info)
bottom_nodes, top_nodes = bipartite.sets(B_20160925)

# Project users' nodes on pages' node
G_20160925 = bipartite.weighted_projected_graph(B_20160925, list(top_nodes), ratio=True)
for u, v, d in G_20160925.edges(data=True):
    d['weight'] = round(d['weight'], 4) 

# Calculate average weight
weight_sum = 0
node_sum = 0
average_weight = 0
for u, v, d in G_20160925.edges(data=True):
    weight_sum += d['weight']
    node_sum += 1
average_weight = weight_sum / node_sum

elarge = [(u, v) for (u, v, d) in G_20160925.edges(data=True) if d["weight"] > average_weight ]
esmall = [(u, v) for (u, v, d) in G_20160925.edges(data=True) if d["weight"] <= average_weight ]

pos = nx.spring_layout(G_20160925, seed=7)  # positions for all nodes - seed for reproducibility

# nodes
nx.draw_networkx_nodes(G_20160925, pos, node_size=60)

# edges
nx.draw_networkx_edges(G_20160925, pos, edgelist=elarge, width=2, edge_color="red")
nx.draw_networkx_edges(
    G_20160925, pos, edgelist=esmall, width=0.5, alpha=0.5, edge_color="black", style="dashed"
)

# node labels
nx.draw_networkx_labels(G_20160925, pos, font_size=15, font_family="sans-serif")
# edge weight labels
edge_labels = nx.get_edge_attributes(G_20160925, "weight")
#nx.draw_networkx_edge_labels(G_20160925, pos, edge_labels, font_size=6, font_family="sans-serif")

ax = plt.gca()
ax.margins(0.001)
plt.axis("off")
plt.tight_layout()
plt.gcf().subplots_adjust(left=0)
plt.gcf().subplots_adjust(right=2)
plt.gcf().subplots_adjust(top=2)
plt.gcf().subplots_adjust(bottom=0)
plt.show()


for u, v, d in G_20160925.edges(data=True):
    d['weight'] = round(d['weight'], 4) 
list(G_20160925.edges(data=True))

[('Donald Trump For President', 'Allen West', {'weight': 0.0084}),
 ('Donald Trump For President', 'The Federalist Papers', {'weight': 0.007}),
 ('Donald Trump For President', '9GAG', {'weight': 0.0001}),
 ('Donald Trump For President', 'The LAD Bible', {'weight': 0.0005}),
 ('Donald Trump For President', 'AWM America', {'weight': 0.0087}),
 ('Donald Trump For President',
  "Uncle Sam's Misguided Children",
  {'weight': 0.0042}),
 ('Donald Trump For President', 'George Takei', {'weight': 0.0003}),
 ('Donald Trump For President', 'Bill Maher', {'weight': 0.0001}),
 ('Donald Trump For President', 'NPR', {'weight': 0.0}),
 ('Donald Trump For President', 'Being Liberal', {'weight': 0.0001}),
 ('Donald Trump For President', 'American News', {'weight': 0.01}),
 ('Donald Trump For President', 'Bernie Sanders', {'weight': 0.0001}),
 ('Donald Trump For President', 'Occupy Democrats', {'weight': 0.0004}),
 ('Donald Trump For President', 'Breitbart', {'weight': 0.0088}),
 ('Donald Trump For President', 'The Other 98%', {'weight': 0.0006}),
 ('Donald Trump For President', 'Nation In Distress', {'weight': 0.0109}),
 ('Donald Trump For President', 'NowThis', {'weight': 0.0003}),
 ('Donald Trump For President', 'Upworthy', {'weight': 0.0003}),
 ('Donald Trump For President', 'BuzzFeed', {'weight': 0.0002}),
 ('Donald Trump For President', 'The Huffington Post', {'weight': 0.0002}),
 ('Donald Trump For President', 'Fox News', {'weight': 0.0179}),
 ('Donald Trump For President', 'The Political Insider', {'weight': 0.0096}),
 ('Donald Trump For President', 'Donald J. Trump', {'weight': 0.018}),
 ('Donald Trump For President', 'The New York Times', {'weight': 0.0001}),
 ('Donald Trump For President', 'Right Wing News', {'weight': 0.0081}),
 ('Donald Trump For President', 'Faith Family America', {'weight': 0.0089}),
 ('Donald Trump For President', 'CNN', {'weight': 0.0006}),
 ('Donald Trump For President', 'Hillary Clinton', {'weight': 0.0001}),
 ('Donald Trump For President', 'Sean Hannity', {'weight': 0.0083}),
 ('The LAD Bible', 'Allen West', {'weight': 0.0009}),
 ('The LAD Bible', 'The Federalist Papers', {'weight': 0.0005}),
 ('The LAD Bible', '9GAG', {'weight': 0.0126}),
 ('The LAD Bible', 'AWM America', {'weight': 0.0016}),
 ('The LAD Bible', "Uncle Sam's Misguided Children", {'weight': 0.0015}),
 ('The LAD Bible', 'George Takei', {'weight': 0.0043}),
 ('The LAD Bible', 'Bill Maher', {'weight': 0.0016}),
 ('The LAD Bible', 'NPR', {'weight': 0.001}),
 ('The LAD Bible', 'Being Liberal', {'weight': 0.0007}),
 ('The LAD Bible', 'American News', {'weight': 0.0006}),
 ('The LAD Bible', 'Bernie Sanders', {'weight': 0.0029}),
 ('The LAD Bible', 'Occupy Democrats', {'weight': 0.0061}),
 ('The LAD Bible', 'The Other 98%', {'weight': 0.0053}),
 ('The LAD Bible', 'Breitbart', {'weight': 0.0007}),
 ('The LAD Bible', 'Nation In Distress', {'weight': 0.0005}),
 ('The LAD Bible', 'NowThis', {'weight': 0.0079}),
 ('The LAD Bible', 'Upworthy', {'weight': 0.0029}),
 ('The LAD Bible', 'BuzzFeed', {'weight': 0.0049}),
 ('The LAD Bible', 'The Huffington Post', {'weight': 0.0039}),
 ('The LAD Bible', 'Fox News', {'weight': 0.0025}),
 ('The LAD Bible', 'The Political Insider', {'weight': 0.0004}),
 ('The LAD Bible', 'Donald J. Trump', {'weight': 0.0018}),
 ('The LAD Bible', 'The New York Times', {'weight': 0.0018}),
 ('The LAD Bible', 'CNN', {'weight': 0.0036}),
 ('The LAD Bible', 'Faith Family America', {'weight': 0.0005}),
 ('The LAD Bible', 'Right Wing News', {'weight': 0.0007}),
 ('The LAD Bible', 'Hillary Clinton', {'weight': 0.0028}),
 ('The LAD Bible', 'Sean Hannity', {'weight': 0.0006}),
 ("Uncle Sam's Misguided Children", 'Allen West', {'weight': 0.0053}),
 ("Uncle Sam's Misguided Children",
  'The Federalist Papers',
  {'weight': 0.0041}),
 ("Uncle Sam's Misguided Children", '9GAG', {'weight': 0.0005}),
 ("Uncle Sam's Misguided Children", 'AWM America', {'weight': 0.0058}),
 ("Uncle Sam's Misguided Children", 'George Takei', {'weight': 0.0005}),
 ("Uncle Sam's Misguided Children", 'Bill Maher', {'weight': 0.0003}),
 ("Uncle Sam's Misguided Children", 'NPR', {'weight': 0.0002}),
 ("Uncle Sam's Misguided Children", 'Being Liberal', {'weight': 0.0001}),
 ("Uncle Sam's Misguided Children", 'American News', {'weight': 0.0038}),
 ("Uncle Sam's Misguided Children", 'Bernie Sanders', {'weight': 0.0001}),
 ("Uncle Sam's Misguided Children", 'Occupy Democrats', {'weight': 0.0015}),
 ("Uncle Sam's Misguided Children", 'Breitbart', {'weight': 0.0046}),
 ("Uncle Sam's Misguided Children", 'The Other 98%', {'weight': 0.001}),
 ("Uncle Sam's Misguided Children", 'Upworthy', {'weight': 0.0008}),
 ("Uncle Sam's Misguided Children", 'Nation In Distress', {'weight': 0.004}),
 ("Uncle Sam's Misguided Children", 'NowThis', {'weight': 0.001}),
 ("Uncle Sam's Misguided Children", 'BuzzFeed', {'weight': 0.0004}),
 ("Uncle Sam's Misguided Children", 'The Huffington Post', {'weight': 0.0003}),
 ("Uncle Sam's Misguided Children", 'Fox News', {'weight': 0.0096}),
 ("Uncle Sam's Misguided Children",
  'The Political Insider',
  {'weight': 0.0031}),
 ("Uncle Sam's Misguided Children", 'Donald J. Trump', {'weight': 0.0076}),
 ("Uncle Sam's Misguided Children", 'The New York Times', {'weight': 0.0002}),
 ("Uncle Sam's Misguided Children", 'CNN', {'weight': 0.0008}),
 ("Uncle Sam's Misguided Children",
  'Faith Family America',
  {'weight': 0.0037}),
 ("Uncle Sam's Misguided Children", 'Right Wing News', {'weight': 0.0046}),
 ("Uncle Sam's Misguided Children", 'Hillary Clinton', {'weight': 0.0003}),
 ("Uncle Sam's Misguided Children", 'Sean Hannity', {'weight': 0.003}),
 ('George Takei', 'Allen West', {'weight': 0.0007}),
 ('George Takei', 'The Federalist Papers', {'weight': 0.0004}),
 ('George Takei', '9GAG', {'weight': 0.0034}),
 ('George Takei', 'AWM America', {'weight': 0.0016}),
 ('George Takei', 'Bill Maher', {'weight': 0.0106}),
 ('George Takei', 'NPR', {'weight': 0.0099}),
 ('George Takei', 'Being Liberal', {'weight': 0.0072}),
 ('George Takei', 'American News', {'weight': 0.0004}),
 ('George Takei', 'Bernie Sanders', {'weight': 0.0081}),
 ('George Takei', 'Occupy Democrats', {'weight': 0.0161}),
 ('George Takei', 'The Other 98%', {'weight': 0.0129}),
 ('George Takei', 'Breitbart', {'weight': 0.0005}),
 ('George Takei', 'Upworthy', {'weight': 0.0077}),
 ('George Takei', 'NowThis', {'weight': 0.0037}),
 ('George Takei', 'Nation In Distress', {'weight': 0.0002}),
 ('George Takei', 'BuzzFeed', {'weight': 0.0088}),
 ('George Takei', 'The Huffington Post', {'weight': 0.016}),
 ('George Takei', 'Fox News', {'weight': 0.0018}),
 ('George Takei', 'The Political Insider', {'weight': 0.0002}),
 ('George Takei', 'CNN', {'weight': 0.0048}),
 ('George Takei', 'The New York Times', {'weight': 0.009}),
 ('George Takei', 'Donald J. Trump', {'weight': 0.0008}),
 ('George Takei', 'Faith Family America', {'weight': 0.0004}),
 ('George Takei', 'Right Wing News', {'weight': 0.0004}),
 ('George Takei', 'Hillary Clinton', {'weight': 0.0143}),
 ('George Takei', 'Sean Hannity', {'weight': 0.0003}),
 ('Bill Maher', 'Allen West', {'weight': 0.0002}),
 ('Bill Maher', 'The Federalist Papers', {'weight': 0.0001}),
 ('Bill Maher', '9GAG', {'weight': 0.0009}),
 ('Bill Maher', 'AWM America', {'weight': 0.001}),
 ('Bill Maher', 'NPR', {'weight': 0.0078}),
 ('Bill Maher', 'Being Liberal', {'weight': 0.0086}),
 ('Bill Maher', 'American News', {'weight': 0.0001}),
 ('Bill Maher', 'Bernie Sanders', {'weight': 0.0108}),
 ('Bill Maher', 'Occupy Democrats', {'weight': 0.023}),
 ('Bill Maher', 'The Other 98%', {'weight': 0.0128}),
 ('Bill Maher', 'Breitbart', {'weight': 0.0001}),
 ('Bill Maher', 'Upworthy', {'weight': 0.0048}),
 ('Bill Maher', 'NowThis', {'weight': 0.0029}),
 ('Bill Maher', 'Nation In Distress', {'weight': 0.0002}),
 ('Bill Maher', 'BuzzFeed', {'weight': 0.0055}),
 ('Bill Maher', 'The Huffington Post', {'weight': 0.0167}),
 ('Bill Maher', 'Fox News', {'weight': 0.0009}),
 ('Bill Maher', 'The Political Insider', {'weight': 0.0001}),
 ('Bill Maher', 'CNN', {'weight': 0.0064}),
 ('Bill Maher', 'The New York Times', {'weight': 0.0105}),
 ('Bill Maher', 'Donald J. Trump', {'weight': 0.0004}),
 ('Bill Maher', 'Faith Family America', {'weight': 0.0002}),
 ('Bill Maher', 'Right Wing News', {'weight': 0.0001}),
 ('Bill Maher', 'Hillary Clinton', {'weight': 0.02}),
 ('Bill Maher', 'Sean Hannity', {'weight': 0.0001}),
 ('Being Liberal', 'Allen West', {'weight': 0.0001}),
 ('Being Liberal', 'The Federalist Papers', {'weight': 0.0001}),
 ('Being Liberal', '9GAG', {'weight': 0.0003}),
 ('Being Liberal', 'AWM America', {'weight': 0.0006}),
 ('Being Liberal', 'NPR', {'weight': 0.0049}),
 ('Being Liberal', 'American News', {'weight': 0.0002}),
 ('Being Liberal', 'Bernie Sanders', {'weight': 0.0048}),
 ('Being Liberal', 'Occupy Democrats', {'weight': 0.0164}),
 ('Being Liberal', 'The Other 98%', {'weight': 0.0094}),
 ('Being Liberal', 'Breitbart', {'weight': 0.0001}),
 ('Being Liberal', 'NowThis', {'weight': 0.0013}),
 ('Being Liberal', 'Upworthy', {'weight': 0.0036}),
 ('Being Liberal', 'Nation In Distress', {'weight': 0.0001}),
 ('Being Liberal', 'BuzzFeed', {'weight': 0.0031}),
 ('Being Liberal', 'The Huffington Post', {'weight': 0.0094}),
 ('Being Liberal', 'Fox News', {'weight': 0.0003}),
 ('Being Liberal', 'The Political Insider', {'weight': 0.0001}),
 ('Being Liberal', 'CNN', {'weight': 0.0027}),
 ('Being Liberal', 'The New York Times', {'weight': 0.0053}),
 ('Being Liberal', 'Right Wing News', {'weight': 0.0001}),
 ('Being Liberal', 'Faith Family America', {'weight': 0.0002}),
 ('Being Liberal', 'Donald J. Trump', {'weight': 0.0001}),
 ('Being Liberal', 'Hillary Clinton', {'weight': 0.0109}),
 ('Being Liberal', 'Sean Hannity', {'weight': 0.0}),
 ('Occupy Democrats', 'Allen West', {'weight': 0.0006}),
 ('Occupy Democrats', 'The Federalist Papers', {'weight': 0.0004}),
 ('Occupy Democrats', '9GAG', {'weight': 0.0026}),
 ('Occupy Democrats', 'AWM America', {'weight': 0.0042}),
 ('Occupy Democrats', 'NPR', {'weight': 0.0103}),
 ('Occupy Democrats', 'American News', {'weight': 0.001}),
 ('Occupy Democrats', 'Bernie Sanders', {'weight': 0.0157}),
 ('Occupy Democrats', 'The Other 98%', {'weight': 0.029}),
 ('Occupy Democrats', 'Breitbart', {'weight': 0.0006}),
 ('Occupy Democrats', 'Upworthy', {'weight': 0.0104}),
 ('Occupy Democrats', 'NowThis', {'weight': 0.01}),
 ('Occupy Democrats', 'Nation In Distress', {'weight': 0.0009}),
 ('Occupy Democrats', 'BuzzFeed', {'weight': 0.0093}),
 ('Occupy Democrats', 'The Huffington Post', {'weight': 0.0257}),
 ('Occupy Democrats', 'Fox News', {'weight': 0.0028}),
 ('Occupy Democrats', 'The Political Insider', {'weight': 0.0005}),
 ('Occupy Democrats', 'CNN', {'weight': 0.0136}),
 ('Occupy Democrats', 'The New York Times', {'weight': 0.0144}),
 ('Occupy Democrats', 'Donald J. Trump', {'weight': 0.001}),
 ('Occupy Democrats', 'Faith Family America', {'weight': 0.0015}),
 ('Occupy Democrats', 'Right Wing News', {'weight': 0.0005}),
 ('Occupy Democrats', 'Hillary Clinton', {'weight': 0.036}),
 ('Occupy Democrats', 'Sean Hannity', {'weight': 0.0005}),
 ('Upworthy', 'Allen West', {'weight': 0.0006}),
 ('Upworthy', 'The Federalist Papers', {'weight': 0.0005}),
 ('Upworthy', '9GAG', {'weight': 0.0013}),
 ('Upworthy', 'AWM America', {'weight': 0.002}),
 ('Upworthy', 'NPR', {'weight': 0.0054}),
 ('Upworthy', 'American News', {'weight': 0.0007}),
 ('Upworthy', 'Bernie Sanders', {'weight': 0.0045}),
 ('Upworthy', 'The Other 98%', {'weight': 0.0063}),
 ('Upworthy', 'Breitbart', {'weight': 0.0004}),
 ('Upworthy', 'NowThis', {'weight': 0.005}),
 ('Upworthy', 'Nation In Distress', {'weight': 0.0004}),
 ('Upworthy', 'BuzzFeed', {'weight': 0.0051}),
 ('Upworthy', 'The Huffington Post', {'weight': 0.0092}),
 ('Upworthy', 'Fox News', {'weight': 0.0015}),
 ('Upworthy', 'The Political Insider', {'weight': 0.0006}),
 ('Upworthy', 'CNN', {'weight': 0.0036}),
 ('Upworthy', 'The New York Times', {'weight': 0.0049}),
 ('Upworthy', 'Donald J. Trump', {'weight': 0.0008}),
 ('Upworthy', 'Faith Family America', {'weight': 0.0007}),
 ('Upworthy', 'Right Wing News', {'weight': 0.0004}),
 ('Upworthy', 'Hillary Clinton', {'weight': 0.0065}),
 ('Upworthy', 'Sean Hannity', {'weight': 0.0004}),
 ('NowThis', 'Allen West', {'weight': 0.0008}),
 ('NowThis', 'The Federalist Papers', {'weight': 0.0004}),
 ('NowThis', '9GAG', {'weight': 0.0044}),
 ('NowThis', 'AWM America', {'weight': 0.0018}),
 ('NowThis', 'NPR', {'weight': 0.0019}),
 ('NowThis', 'American News', {'weight': 0.0006}),
 ('NowThis', 'Bernie Sanders', {'weight': 0.0042}),
 ('NowThis', 'The Other 98%', {'weight': 0.0069}),
 ('NowThis', 'Breitbart', {'weight': 0.0004}),
 ('NowThis', 'Nation In Distress', {'weight': 0.0003}),
 ('NowThis', 'BuzzFeed', {'weight': 0.0054}),
 ('NowThis', 'The Huffington Post', {'weight': 0.0062}),
 ('NowThis', 'Fox News', {'weight': 0.0022}),
 ('NowThis', 'The Political Insider', {'weight': 0.0005}),
 ('NowThis', 'CNN', {'weight': 0.0055}),
 ('NowThis', 'The New York Times', {'weight': 0.0027}),
 ('NowThis', 'Donald J. Trump', {'weight': 0.0011}),
 ('NowThis', 'Faith Family America', {'weight': 0.0004}),
 ('NowThis', 'Right Wing News', {'weight': 0.0006}),
 ('NowThis', 'Hillary Clinton', {'weight': 0.0056}),
 ('NowThis', 'Sean Hannity', {'weight': 0.0004}),
 ('Nation In Distress', 'Allen West', {'weight': 0.006}),
 ('Nation In Distress', 'The Federalist Papers', {'weight': 0.0063}),
 ('Nation In Distress', '9GAG', {'weight': 0.0002}),
 ('Nation In Distress', 'AWM America', {'weight': 0.009}),
 ('Nation In Distress', 'NPR', {'weight': 0.0}),
 ('Nation In Distress', 'American News', {'weight': 0.0101}),
 ('Nation In Distress', 'Bernie Sanders', {'weight': 0.0002}),
 ('Nation In Distress', 'The Other 98%', {'weight': 0.0006}),
 ('Nation In Distress', 'Breitbart', {'weight': 0.0059}),
 ('Nation In Distress', 'BuzzFeed', {'weight': 0.0002}),
 ('Nation In Distress', 'The Huffington Post', {'weight': 0.0002}),
 ('Nation In Distress', 'Fox News', {'weight': 0.0097}),
 ('Nation In Distress', 'The Political Insider', {'weight': 0.0089}),
 ('Nation In Distress', 'Donald J. Trump', {'weight': 0.008}),
 ('Nation In Distress', 'The New York Times', {'weight': 0.0001}),
 ('Nation In Distress', 'Right Wing News', {'weight': 0.0071}),
 ('Nation In Distress', 'Faith Family America', {'weight': 0.0086}),
 ('Nation In Distress', 'CNN', {'weight': 0.0003}),
 ('Nation In Distress', 'Hillary Clinton', {'weight': 0.0002}),
 ('Nation In Distress', 'Sean Hannity', {'weight': 0.0046}),
 ('The Huffington Post', 'Allen West', {'weight': 0.0004}),
 ('The Huffington Post', 'The Federalist Papers', {'weight': 0.0002}),
 ('The Huffington Post', '9GAG', {'weight': 0.0026}),
 ('The Huffington Post', 'AWM America', {'weight': 0.0014}),
 ('The Huffington Post', 'NPR', {'weight': 0.0138}),
 ('The Huffington Post', 'American News', {'weight': 0.0003}),
 ('The Huffington Post', 'Bernie Sanders', {'weight': 0.0116}),
 ('The Huffington Post', 'The Other 98%', {'weight': 0.0166}),
 ('The Huffington Post', 'Breitbart', {'weight': 0.0002}),
 ('The Huffington Post', 'BuzzFeed', {'weight': 0.0127}),
 ('The Huffington Post', 'Fox News', {'weight': 0.0018}),
 ('The Huffington Post', 'The Political Insider', {'weight': 0.0003}),
 ('The Huffington Post', 'CNN', {'weight': 0.0092}),
 ('The Huffington Post', 'The New York Times', {'weight': 0.0173}),
 ('The Huffington Post', 'Donald J. Trump', {'weight': 0.0006}),
 ('The Huffington Post', 'Faith Family America', {'weight': 0.0003}),
 ('The Huffington Post', 'Right Wing News', {'weight': 0.0002}),
 ('The Huffington Post', 'Hillary Clinton', {'weight': 0.0256}),
 ('The Huffington Post', 'Sean Hannity', {'weight': 0.0002}),
 ('The Political Insider', 'Allen West', {'weight': 0.0072}),
 ('The Political Insider', 'The Federalist Papers', {'weight': 0.0077}),
 ('The Political Insider', '9GAG', {'weight': 0.0001}),
 ('The Political Insider', 'AWM America', {'weight': 0.0112}),
 ('The Political Insider', 'NPR', {'weight': 0.0}),
 ('The Political Insider', 'American News', {'weight': 0.0121}),
 ('The Political Insider', 'Bernie Sanders', {'weight': 0.0001}),
 ('The Political Insider', 'Breitbart', {'weight': 0.0069}),
 ('The Political Insider', 'The Other 98%', {'weight': 0.0003}),
 ('The Political Insider', 'BuzzFeed', {'weight': 0.0002}),
 ('The Political Insider', 'Fox News', {'weight': 0.0116}),
 ('The Political Insider', 'Right Wing News', {'weight': 0.0092}),
 ('The Political Insider', 'The New York Times', {'weight': 0.0001}),
 ('The Political Insider', 'Donald J. Trump', {'weight': 0.0088}),
 ('The Political Insider', 'Faith Family America', {'weight': 0.0093}),
 ('The Political Insider', 'CNN', {'weight': 0.0005}),
 ('The Political Insider', 'Hillary Clinton', {'weight': 0.0001}),
 ('The Political Insider', 'Sean Hannity', {'weight': 0.006}),
 ('The New York Times', 'Allen West', {'weight': 0.0001}),
 ('The New York Times', 'The Federalist Papers', {'weight': 0.0001}),
 ('The New York Times', '9GAG', {'weight': 0.0011}),
 ('The New York Times', 'AWM America', {'weight': 0.0006}),
 ('The New York Times', 'NPR', {'weight': 0.0118}),
 ('The New York Times', 'American News', {'weight': 0.0002}),
 ('The New York Times', 'Bernie Sanders', {'weight': 0.0076}),
 ('The New York Times', 'The Other 98%', {'weight': 0.0079}),
 ('The New York Times', 'Breitbart', {'weight': 0.0002}),
 ('The New York Times', 'BuzzFeed', {'weight': 0.007}),
 ('The New York Times', 'Fox News', {'weight': 0.0011}),
 ('The New York Times', 'CNN', {'weight': 0.0072}),
 ('The New York Times', 'Donald J. Trump', {'weight': 0.0005}),
 ('The New York Times', 'Faith Family America', {'weight': 0.0002}),
 ('The New York Times', 'Right Wing News', {'weight': 0.0001}),
 ('The New York Times', 'Hillary Clinton', {'weight': 0.0213}),
 ('The New York Times', 'Sean Hannity', {'weight': 0.0001}),
 ('Faith Family America', 'Allen West', {'weight': 0.0074}),
 ('Faith Family America', 'The Federalist Papers', {'weight': 0.0086}),
 ('Faith Family America', '9GAG', {'weight': 0.0001}),
 ('Faith Family America', 'AWM America', {'weight': 0.0134}),
 ('Faith Family America', 'NPR', {'weight': 0.0001}),
 ('Faith Family America', 'American News', {'weight': 0.0126}),
 ('Faith Family America', 'Bernie Sanders', {'weight': 0.0001}),
 ('Faith Family America', 'Breitbart', {'weight': 0.0064}),
 ('Faith Family America', 'The Other 98%', {'weight': 0.0008}),
 ('Faith Family America', 'BuzzFeed', {'weight': 0.0003}),
 ('Faith Family America', 'Fox News', {'weight': 0.0138}),
 ('Faith Family America', 'Donald J. Trump', {'weight': 0.0088}),
 ('Faith Family America', 'Right Wing News', {'weight': 0.0074}),
 ('Faith Family America', 'CNN', {'weight': 0.0005}),
 ('Faith Family America', 'Hillary Clinton', {'weight': 0.0005}),
 ('Faith Family America', 'Sean Hannity', {'weight': 0.0058}),
 ('Sean Hannity', 'Allen West', {'weight': 0.0108}),
 ('Sean Hannity', 'The Federalist Papers', {'weight': 0.0062}),
 ('Sean Hannity', '9GAG', {'weight': 0.0002}),
 ('Sean Hannity', 'AWM America', {'weight': 0.0057}),
 ('Sean Hannity', 'NPR', {'weight': 0.0002}),
 ('Sean Hannity', 'American News', {'weight': 0.0057}),
 ('Sean Hannity', 'Bernie Sanders', {'weight': 0.0001}),
 ('Sean Hannity', 'Breitbart', {'weight': 0.0093}),
 ('Sean Hannity', 'The Other 98%', {'weight': 0.0003}),
 ('Sean Hannity', 'BuzzFeed', {'weight': 0.0002}),
 ('Sean Hannity', 'Fox News', {'weight': 0.02}),
 ('Sean Hannity', 'Donald J. Trump', {'weight': 0.0158}),
 ('Sean Hannity', 'Right Wing News', {'weight': 0.0054}),
 ('Sean Hannity', 'CNN', {'weight': 0.0007}),
 ('Sean Hannity', 'Hillary Clinton', {'weight': 0.0002}),
 ('Allen West', 'The Federalist Papers', {'weight': 0.0099}),
 ('Allen West', '9GAG', {'weight': 0.0002}),
 ('Allen West', 'AWM America', {'weight': 0.0069}),
 ('Allen West', 'NPR', {'weight': 0.0002}),
 ('Allen West', 'American News', {'weight': 0.0075}),
 ('Allen West', 'Bernie Sanders', {'weight': 0.0001}),
 ('Allen West', 'Breitbart', {'weight': 0.0114}),
 ('Allen West', 'The Other 98%', {'weight': 0.0008}),
 ('Allen West', 'BuzzFeed', {'weight': 0.0005}),
 ('Allen West', 'Fox News', {'weight': 0.0207}),
 ('Allen West', 'Right Wing News', {'weight': 0.0081}),
 ('Allen West', 'Donald J. Trump', {'weight': 0.0147}),
 ('Allen West', 'CNN', {'weight': 0.0007}),
 ('Allen West', 'Hillary Clinton', {'weight': 0.0001}),
 ('The Federalist Papers', '9GAG', {'weight': 0.0002}),
 ('The Federalist Papers', 'AWM America', {'weight': 0.0079}),
 ('The Federalist Papers', 'NPR', {'weight': 0.0002}),
 ('The Federalist Papers', 'American News', {'weight': 0.0084}),
 ('The Federalist Papers', 'Bernie Sanders', {'weight': 0.0001}),
 ('The Federalist Papers', 'Breitbart', {'weight': 0.0093}),
 ('The Federalist Papers', 'The Other 98%', {'weight': 0.0007}),
 ('The Federalist Papers', 'BuzzFeed', {'weight': 0.0002}),
 ('The Federalist Papers', 'Fox News', {'weight': 0.0132}),
 ('The Federalist Papers', 'Donald J. Trump', {'weight': 0.0091}),
 ('The Federalist Papers', 'Right Wing News', {'weight': 0.0084}),
 ('The Federalist Papers', 'CNN', {'weight': 0.0003}),
 ('The Federalist Papers', 'Hillary Clinton', {'weight': 0.0001}),
 ('9GAG', 'AWM America', {'weight': 0.0002}),
 ('9GAG', 'NPR', {'weight': 0.0005}),
 ('9GAG', 'American News', {'weight': 0.0001}),
 ('9GAG', 'Bernie Sanders', {'weight': 0.002}),
 ('9GAG', 'The Other 98%', {'weight': 0.0036}),
 ('9GAG', 'Breitbart', {'weight': 0.0003}),
 ('9GAG', 'BuzzFeed', {'weight': 0.004}),
 ('9GAG', 'Fox News', {'weight': 0.0011}),
 ('9GAG', 'Donald J. Trump', {'weight': 0.0011}),
 ('9GAG', 'CNN', {'weight': 0.002}),
 ('9GAG', 'Right Wing News', {'weight': 0.0003}),
 ('9GAG', 'Hillary Clinton', {'weight': 0.0019}),
 ('AWM America', 'NPR', {'weight': 0.0005}),
 ('AWM America', 'American News', {'weight': 0.0159}),
 ('AWM America', 'Bernie Sanders', {'weight': 0.0004}),
 ('AWM America', 'Breitbart', {'weight': 0.007}),
 ('AWM America', 'The Other 98%', {'weight': 0.0019}),
 ('AWM America', 'BuzzFeed', {'weight': 0.0006}),
 ('AWM America', 'Fox News', {'weight': 0.0148}),
 ('AWM America', 'Donald J. Trump', {'weight': 0.0093}),
 ('AWM America', 'Right Wing News', {'weight': 0.0082}),
 ('AWM America', 'CNN', {'weight': 0.0013}),
 ('AWM America', 'Hillary Clinton', {'weight': 0.0018}),
 ('NPR', 'American News', {'weight': 0.0001}),
 ('NPR', 'Bernie Sanders', {'weight': 0.0061}),
 ('NPR', 'The Other 98%', {'weight': 0.0074}),
 ('NPR', 'Breitbart', {'weight': 0.0001}),
 ('NPR', 'BuzzFeed', {'weight': 0.0051}),
 ('NPR', 'Fox News', {'weight': 0.0006}),
 ('NPR', 'CNN', {'weight': 0.0045}),
 ('NPR', 'Donald J. Trump', {'weight': 0.0003}),
 ('NPR', 'Right Wing News', {'weight': 0.0001}),
 ('NPR', 'Hillary Clinton', {'weight': 0.0136}),
 ('American News', 'Bernie Sanders', {'weight': 0.0002}),
 ('American News', 'Breitbart', {'weight': 0.0078}),
 ('American News', 'The Other 98%', {'weight': 0.0005}),
 ('American News', 'BuzzFeed', {'weight': 0.0002}),
 ('American News', 'Fox News', {'weight': 0.0136}),
 ('American News', 'Donald J. Trump', {'weight': 0.0091}),
 ('American News', 'Right Wing News', {'weight': 0.0097}),
 ('American News', 'CNN', {'weight': 0.0004}),
 ('American News', 'Hillary Clinton', {'weight': 0.0003}),
 ('Bernie Sanders', 'The Other 98%', {'weight': 0.0108}),
 ('Bernie Sanders', 'Breitbart', {'weight': 0.0001}),
 ('Bernie Sanders', 'BuzzFeed', {'weight': 0.0061}),
 ('Bernie Sanders', 'Fox News', {'weight': 0.0008}),
 ('Bernie Sanders', 'CNN', {'weight': 0.0052}),
 ('Bernie Sanders', 'Donald J. Trump', {'weight': 0.0003}),
 ('Bernie Sanders', 'Right Wing News', {'weight': 0.0001}),
 ('Bernie Sanders', 'Hillary Clinton', {'weight': 0.0138}),
 ('The Other 98%', 'Breitbart', {'weight': 0.0005}),
 ('The Other 98%', 'BuzzFeed', {'weight': 0.0083}),
 ('The Other 98%', 'Fox News', {'weight': 0.002}),
 ('The Other 98%', 'CNN', {'weight': 0.0064}),
 ('The Other 98%', 'Donald J. Trump', {'weight': 0.001}),
 ('The Other 98%', 'Right Wing News', {'weight': 0.0005}),
 ('The Other 98%', 'Hillary Clinton', {'weight': 0.015}),
 ('Breitbart', 'BuzzFeed', {'weight': 0.0003}),
 ('Breitbart', 'Fox News', {'weight': 0.0179}),
 ('Breitbart', 'Donald J. Trump', {'weight': 0.0148}),
 ('Breitbart', 'Right Wing News', {'weight': 0.0076}),
 ('Breitbart', 'CNN', {'weight': 0.0006}),
 ('Breitbart', 'Hillary Clinton', {'weight': 0.0002}),
 ('BuzzFeed', 'Fox News', {'weight': 0.0018}),
 ('BuzzFeed', 'CNN', {'weight': 0.0044}),
 ('BuzzFeed', 'Right Wing News', {'weight': 0.0004}),
 ('BuzzFeed', 'Donald J. Trump', {'weight': 0.0007}),
 ('BuzzFeed', 'Hillary Clinton', {'weight': 0.0093}),
 ('Fox News', 'Donald J. Trump', {'weight': 0.0394}),
 ('Fox News', 'Right Wing News', {'weight': 0.0134}),
 ('Fox News', 'CNN', {'weight': 0.0038}),
 ('Fox News', 'Hillary Clinton', {'weight': 0.0017}),
 ('Donald J. Trump', 'Right Wing News', {'weight': 0.0097}),
 ('Donald J. Trump', 'CNN', {'weight': 0.0022}),
 ('Donald J. Trump', 'Hillary Clinton', {'weight': 0.0009}),
 ('CNN', 'Right Wing News', {'weight': 0.0004}),
 ('CNN', 'Hillary Clinton', {'weight': 0.0125}),
 ('Right Wing News', 'Hillary Clinton', {'weight': 0.0001})]


# Find top x reaction_time Pages
df2_20160925 = df_20160925.groupby(by=['page_id']).sum().groupby(level=[0]).cumsum()
df2_20160925 = df2_20160925.sort_values(by='reaction_time', ascending=False)
df2_20160925 = df2_20160925.drop("user_id", axis='columns')
df2_20160925_add_page_info = df2_20160925.merge(right=page_info, right_on='page_id', left_on='page_id')
df2_20160925_add_page_info = df2_20160925_add_page_info.reset_index()
df2_20160925_add_page_info.head(30)


#2016-10-02
# Load data and clean data
df_20161002 = df.drop(df[df['week_start_date']!='2016-10-02'].index)
df_20161002 = df_20161002.drop("week_start_date", axis='columns')
df_20161002.reset_index(drop=True, inplace=True)

df_20161002_add_page_info = df_20161002.merge(right=page_info, right_on='page_id', left_on='page_id')


## Find top x reaction_time Pages
df2_20161002 = df_20161002_add_page_info.groupby(by=['page_id']).sum().groupby(level=[0]).cumsum()
df2_20161002 = df2_20161002.sort_values(by='reaction_time', ascending=False)
df2_20161002 = df2_20161002.reset_index()
page_id_20161002 = df2_20161002.page_id.tolist()


## only analysis top x pages
df3_20161002_add_page_info = df_20161002_add_page_info[df_20161002_add_page_info.page_id.isin(page_id_20161002[0:30])]
df3_20161002_add_page_info.reset_index(drop=True, inplace=True)


# graph visualization
B_20161002 = nx_graph_from_pandas_edgelist(df3_20161002_add_page_info)
bottom_nodes, top_nodes = bipartite.sets(B_20161002)

# Project users' nodes on pages' node
G_20161002 = bipartite.weighted_projected_graph(B_20161002, list(top_nodes), ratio=True)
for u, v, d in G_20161002.edges(data=True):
    d['weight'] = round(d['weight'], 4) 

# Calculate average weight
weight_sum = 0
node_sum = 0
average_weight = 0
for u, v, d in G_20161002.edges(data=True):
    weight_sum += d['weight']
    node_sum += 1
average_weight = weight_sum / node_sum

elarge = [(u, v) for (u, v, d) in G_20161002.edges(data=True) if d["weight"] > average_weight ]
esmall = [(u, v) for (u, v, d) in G_20161002.edges(data=True) if d["weight"] <= average_weight ]

pos = nx.spring_layout(G_20161002, seed=7)  # positions for all nodes - seed for reproducibility

# nodes
nx.draw_networkx_nodes(G_20161002, pos, node_size=60)

# edges
nx.draw_networkx_edges(G_20161002, pos, edgelist=elarge, width=2, edge_color="red")
nx.draw_networkx_edges(
    G_20161002, pos, edgelist=esmall, width=0.5, alpha=0.5, edge_color="black", style="dashed"
)

# node labels
nx.draw_networkx_labels(G_20161002, pos, font_size=15, font_family="sans-serif")
# edge weight labels
edge_labels = nx.get_edge_attributes(G_20161002, "weight")
#nx.draw_networkx_edge_labels(G_20161002, pos, edge_labels, font_size=6, font_family="sans-serif")

ax = plt.gca()
ax.margins(0.001)
plt.axis("off")
plt.tight_layout()
plt.gcf().subplots_adjust(left=0)
plt.gcf().subplots_adjust(right=2)
plt.gcf().subplots_adjust(top=2)
plt.gcf().subplots_adjust(bottom=0)
plt.show()


for u, v, d in G_20161002.edges(data=True):
    d['weight'] = round(d['weight'], 4) 
list(G_20161002.edges(data=True))

[('Dr. Ben Carson', 'Allen West', {'weight': 0.0121}),
 ('Dr. Ben Carson', 'The Federalist Papers', {'weight': 0.0066}),
 ('Dr. Ben Carson', 'U.S. Senator Bernie Sanders', {'weight': 0.0002}),
 ('Dr. Ben Carson', 'Donald Trump For President', {'weight': 0.0095}),
 ('Dr. Ben Carson', '9GAG', {'weight': 0.0004}),
 ('Dr. Ben Carson', 'The LAD Bible', {'weight': 0.0007}),
 ('Dr. Ben Carson', 'AWM America', {'weight': 0.0067}),
 ('Dr. Ben Carson', 'Franklin Graham', {'weight': 0.016}),
 ('Dr. Ben Carson', "Uncle Sam's Misguided Children", {'weight': 0.0038}),
 ('Dr. Ben Carson', 'George Takei', {'weight': 0.0007}),
 ('Dr. Ben Carson', 'NPR', {'weight': 0.0002}),
 ('Dr. Ben Carson', 'Being Liberal', {'weight': 0.0001}),
 ('Dr. Ben Carson', 'American News', {'weight': 0.007}),
 ('Dr. Ben Carson', 'ABC News', {'weight': 0.0024}),
 ('Dr. Ben Carson', 'Occupy Democrats', {'weight': 0.0003}),
 ('Dr. Ben Carson', 'Breitbart', {'weight': 0.0111}),
 ('Dr. Ben Carson', 'The Other 98%', {'weight': 0.0003}),
 ('Dr. Ben Carson', 'Nation In Distress', {'weight': 0.0043}),
 ('Dr. Ben Carson', 'Upworthy', {'weight': 0.0007}),
 ('Dr. Ben Carson', 'NowThis', {'weight': 0.0006}),
 ('Dr. Ben Carson', 'BuzzFeed', {'weight': 0.0003}),
 ('Dr. Ben Carson', 'The Huffington Post', {'weight': 0.0004}),
 ('Dr. Ben Carson', 'Fox News', {'weight': 0.0221}),
 ('Dr. Ben Carson', 'The Political Insider', {'weight': 0.0055}),
 ('Dr. Ben Carson', 'Donald J. Trump', {'weight': 0.0228}),
 ('Dr. Ben Carson', 'Liberal Daily', {'weight': 0.0001}),
 ('Dr. Ben Carson', 'CNN', {'weight': 0.0012}),
 ('Dr. Ben Carson', 'Hillary Clinton', {'weight': 0.0001}),
 ('Dr. Ben Carson', 'Sean Hannity', {'weight': 0.0103}),
 ('Donald Trump For President', 'Allen West', {'weight': 0.0102}),
 ('Donald Trump For President', 'The Federalist Papers', {'weight': 0.0066}),
 ('Donald Trump For President',
  'U.S. Senator Bernie Sanders',
  {'weight': 0.0001}),
 ('Donald Trump For President', '9GAG', {'weight': 0.0003}),
 ('Donald Trump For President', 'The LAD Bible', {'weight': 0.0005}),
 ('Donald Trump For President', 'AWM America', {'weight': 0.009}),
 ('Donald Trump For President', 'Franklin Graham', {'weight': 0.0103}),
 ('Donald Trump For President',
  "Uncle Sam's Misguided Children",
  {'weight': 0.004}),
 ('Donald Trump For President', 'George Takei', {'weight': 0.0003}),
 ('Donald Trump For President', 'NPR', {'weight': 0.0}),
 ('Donald Trump For President', 'Being Liberal', {'weight': 0.0001}),
 ('Donald Trump For President', 'American News', {'weight': 0.0106}),
 ('Donald Trump For President', 'ABC News', {'weight': 0.0021}),
 ('Donald Trump For President', 'Occupy Democrats', {'weight': 0.0004}),
 ('Donald Trump For President', 'Breitbart', {'weight': 0.0131}),
 ('Donald Trump For President', 'The Other 98%', {'weight': 0.0004}),
 ('Donald Trump For President', 'Nation In Distress', {'weight': 0.0107}),
 ('Donald Trump For President', 'Upworthy', {'weight': 0.0004}),
 ('Donald Trump For President', 'NowThis', {'weight': 0.0007}),
 ('Donald Trump For President', 'BuzzFeed', {'weight': 0.0001}),
 ('Donald Trump For President', 'The Huffington Post', {'weight': 0.0002}),
 ('Donald Trump For President', 'Fox News', {'weight': 0.0192}),
 ('Donald Trump For President', 'The Political Insider', {'weight': 0.0091}),
 ('Donald Trump For President', 'Donald J. Trump', {'weight': 0.0244}),
 ('Donald Trump For President', 'Liberal Daily', {'weight': 0.0001}),
 ('Donald Trump For President', 'CNN', {'weight': 0.0011}),
 ('Donald Trump For President', 'Hillary Clinton', {'weight': 0.0002}),
 ('Donald Trump For President', 'Sean Hannity', {'weight': 0.0095}),
 ('The LAD Bible', 'Allen West', {'weight': 0.0007}),
 ('The LAD Bible', 'The Federalist Papers', {'weight': 0.0004}),
 ('The LAD Bible', 'U.S. Senator Bernie Sanders', {'weight': 0.0011}),
 ('The LAD Bible', '9GAG', {'weight': 0.0143}),
 ('The LAD Bible', 'AWM America', {'weight': 0.0006}),
 ('The LAD Bible', 'Franklin Graham', {'weight': 0.0003}),
 ('The LAD Bible', "Uncle Sam's Misguided Children", {'weight': 0.0009}),
 ('The LAD Bible', 'George Takei', {'weight': 0.0039}),
 ('The LAD Bible', 'NPR', {'weight': 0.0006}),
 ('The LAD Bible', 'Being Liberal', {'weight': 0.0005}),
 ('The LAD Bible', 'American News', {'weight': 0.0004}),
 ('The LAD Bible', 'ABC News', {'weight': 0.0023}),
 ('The LAD Bible', 'Occupy Democrats', {'weight': 0.0052}),
 ('The LAD Bible', 'The Other 98%', {'weight': 0.003}),
 ('The LAD Bible', 'Breitbart', {'weight': 0.0007}),
 ('The LAD Bible', 'NowThis', {'weight': 0.0063}),
 ('The LAD Bible', 'Upworthy', {'weight': 0.0016}),
 ('The LAD Bible', 'Nation In Distress', {'weight': 0.0004}),
 ('The LAD Bible', 'BuzzFeed', {'weight': 0.0035}),
 ('The LAD Bible', 'The Huffington Post', {'weight': 0.0029}),
 ('The LAD Bible', 'Fox News', {'weight': 0.0016}),
 ('The LAD Bible', 'The Political Insider', {'weight': 0.0002}),
 ('The LAD Bible', 'Donald J. Trump', {'weight': 0.0024}),
 ('The LAD Bible', 'Liberal Daily', {'weight': 0.0001}),
 ('The LAD Bible', 'CNN', {'weight': 0.0023}),
 ('The LAD Bible', 'Hillary Clinton', {'weight': 0.0012}),
 ('The LAD Bible', 'Sean Hannity', {'weight': 0.0006}),
 ("Uncle Sam's Misguided Children", 'Allen West', {'weight': 0.0047}),
 ("Uncle Sam's Misguided Children",
  'U.S. Senator Bernie Sanders',
  {'weight': 0.0002}),
 ("Uncle Sam's Misguided Children",
  'The Federalist Papers',
  {'weight': 0.0029}),
 ("Uncle Sam's Misguided Children", '9GAG', {'weight': 0.0005}),
 ("Uncle Sam's Misguided Children", 'AWM America', {'weight': 0.0022}),
 ("Uncle Sam's Misguided Children", 'Franklin Graham', {'weight': 0.0019}),
 ("Uncle Sam's Misguided Children", 'George Takei', {'weight': 0.0007}),
 ("Uncle Sam's Misguided Children", 'NPR', {'weight': 0.0001}),
 ("Uncle Sam's Misguided Children", 'Being Liberal', {'weight': 0.0001}),
 ("Uncle Sam's Misguided Children", 'ABC News', {'weight': 0.001}),
 ("Uncle Sam's Misguided Children", 'American News', {'weight': 0.0022}),
 ("Uncle Sam's Misguided Children", 'Occupy Democrats', {'weight': 0.0004}),
 ("Uncle Sam's Misguided Children", 'Breitbart', {'weight': 0.0049}),
 ("Uncle Sam's Misguided Children", 'The Other 98%', {'weight': 0.0006}),
 ("Uncle Sam's Misguided Children", 'Nation In Distress', {'weight': 0.0027}),
 ("Uncle Sam's Misguided Children", 'NowThis', {'weight': 0.0007}),
 ("Uncle Sam's Misguided Children", 'Upworthy', {'weight': 0.0002}),
 ("Uncle Sam's Misguided Children", 'BuzzFeed', {'weight': 0.0002}),
 ("Uncle Sam's Misguided Children", 'The Huffington Post', {'weight': 0.0002}),
 ("Uncle Sam's Misguided Children", 'Fox News', {'weight': 0.0087}),
 ("Uncle Sam's Misguided Children",
  'The Political Insider',
  {'weight': 0.0022}),
 ("Uncle Sam's Misguided Children", 'CNN', {'weight': 0.0007}),
 ("Uncle Sam's Misguided Children", 'Donald J. Trump', {'weight': 0.0083}),
 ("Uncle Sam's Misguided Children", 'Hillary Clinton', {'weight': 0.0001}),
 ("Uncle Sam's Misguided Children", 'Sean Hannity', {'weight': 0.0036}),
 ('George Takei', 'Allen West', {'weight': 0.0006}),
 ('George Takei', 'U.S. Senator Bernie Sanders', {'weight': 0.0087}),
 ('George Takei', 'The Federalist Papers', {'weight': 0.0004}),
 ('George Takei', '9GAG', {'weight': 0.0037}),
 ('George Takei', 'AWM America', {'weight': 0.0012}),
 ('George Takei', 'Franklin Graham', {'weight': 0.0004}),
 ('George Takei', 'NPR', {'weight': 0.0104}),
 ('George Takei', 'Being Liberal', {'weight': 0.0067}),
 ('George Takei', 'ABC News', {'weight': 0.0038}),
 ('George Takei', 'American News', {'weight': 0.0004}),
 ('George Takei', 'Occupy Democrats', {'weight': 0.0151}),
 ('George Takei', 'The Other 98%', {'weight': 0.0105}),
 ('George Takei', 'Breitbart', {'weight': 0.0007}),
 ('George Takei', 'Upworthy', {'weight': 0.0083}),
 ('George Takei', 'NowThis', {'weight': 0.0033}),
 ('George Takei', 'Nation In Distress', {'weight': 0.0003}),
 ('George Takei', 'BuzzFeed', {'weight': 0.0068}),
 ('George Takei', 'The Huffington Post', {'weight': 0.014}),
 ('George Takei', 'Fox News', {'weight': 0.0018}),
 ('George Takei', 'The Political Insider', {'weight': 0.0002}),
 ('George Takei', 'CNN', {'weight': 0.0041}),
 ('George Takei', 'Liberal Daily', {'weight': 0.0022}),
 ('George Takei', 'Donald J. Trump', {'weight': 0.0012}),
 ('George Takei', 'Hillary Clinton', {'weight': 0.0086}),
 ('George Takei', 'Sean Hannity', {'weight': 0.0005}),
 ('Being Liberal', 'Allen West', {'weight': 0.0}),
 ('Being Liberal', 'U.S. Senator Bernie Sanders', {'weight': 0.006}),
 ('Being Liberal', 'The Federalist Papers', {'weight': 0.0001}),
 ('Being Liberal', '9GAG', {'weight': 0.0006}),
 ('Being Liberal', 'AWM America', {'weight': 0.0006}),
 ('Being Liberal', 'Franklin Graham', {'weight': 0.0002}),
 ('Being Liberal', 'NPR', {'weight': 0.0058}),
 ('Being Liberal', 'ABC News', {'weight': 0.0019}),
 ('Being Liberal', 'American News', {'weight': 0.0001}),
 ('Being Liberal', 'Occupy Democrats', {'weight': 0.017}),
 ('Being Liberal', 'The Other 98%', {'weight': 0.0097}),
 ('Being Liberal', 'Breitbart', {'weight': 0.0001}),
 ('Being Liberal', 'NowThis', {'weight': 0.0012}),
 ('Being Liberal', 'Upworthy', {'weight': 0.0042}),
 ('Being Liberal', 'Nation In Distress', {'weight': 0.0001}),
 ('Being Liberal', 'BuzzFeed', {'weight': 0.0021}),
 ('Being Liberal', 'The Huffington Post', {'weight': 0.0082}),
 ('Being Liberal', 'Fox News', {'weight': 0.0003}),
 ('Being Liberal', 'The Political Insider', {'weight': 0.0001}),
 ('Being Liberal', 'Donald J. Trump', {'weight': 0.0001}),
 ('Being Liberal', 'Liberal Daily', {'weight': 0.0047}),
 ('Being Liberal', 'CNN', {'weight': 0.0028}),
 ('Being Liberal', 'Hillary Clinton', {'weight': 0.0075}),
 ('Being Liberal', 'Sean Hannity', {'weight': 0.0001}),
 ('Occupy Democrats', 'Allen West', {'weight': 0.0003}),
 ('Occupy Democrats', 'U.S. Senator Bernie Sanders', {'weight': 0.0151}),
 ('Occupy Democrats', 'The Federalist Papers', {'weight': 0.0005}),
 ('Occupy Democrats', '9GAG', {'weight': 0.0039}),
 ('Occupy Democrats', 'AWM America', {'weight': 0.0031}),
 ('Occupy Democrats', 'Franklin Graham', {'weight': 0.001}),
 ('Occupy Democrats', 'NPR', {'weight': 0.0113}),
 ('Occupy Democrats', 'ABC News', {'weight': 0.0095}),
 ('Occupy Democrats', 'American News', {'weight': 0.001}),
 ('Occupy Democrats', 'The Other 98%', {'weight': 0.0244}),
 ('Occupy Democrats', 'Breitbart', {'weight': 0.0006}),
 ('Occupy Democrats', 'NowThis', {'weight': 0.0105}),
 ('Occupy Democrats', 'Upworthy', {'weight': 0.0116}),
 ('Occupy Democrats', 'Nation In Distress', {'weight': 0.0006}),
 ('Occupy Democrats', 'BuzzFeed', {'weight': 0.007}),
 ('Occupy Democrats', 'The Huffington Post', {'weight': 0.0225}),
 ('Occupy Democrats', 'Fox News', {'weight': 0.0022}),
 ('Occupy Democrats', 'The Political Insider', {'weight': 0.0005}),
 ('Occupy Democrats', 'CNN', {'weight': 0.0134}),
 ('Occupy Democrats', 'Liberal Daily', {'weight': 0.0132}),
 ('Occupy Democrats', 'Donald J. Trump', {'weight': 0.0011}),
 ('Occupy Democrats', 'Hillary Clinton', {'weight': 0.0254}),
 ('Occupy Democrats', 'Sean Hannity', {'weight': 0.0005}),
 ('Upworthy', 'Allen West', {'weight': 0.0005}),
 ('Upworthy', 'U.S. Senator Bernie Sanders', {'weight': 0.0053}),
 ('Upworthy', 'The Federalist Papers', {'weight': 0.0003}),
 ('Upworthy', '9GAG', {'weight': 0.0016}),
 ('Upworthy', 'AWM America', {'weight': 0.0011}),
 ('Upworthy', 'Franklin Graham', {'weight': 0.0008}),
 ('Upworthy', 'NPR', {'weight': 0.0066}),
 ('Upworthy', 'ABC News', {'weight': 0.003}),
 ('Upworthy', 'American News', {'weight': 0.0005}),
 ('Upworthy', 'The Other 98%', {'weight': 0.0063}),
 ('Upworthy', 'Breitbart', {'weight': 0.0006}),
 ('Upworthy', 'NowThis', {'weight': 0.0039}),
 ('Upworthy', 'Nation In Distress', {'weight': 0.0004}),
 ('Upworthy', 'BuzzFeed', {'weight': 0.0045}),
 ('Upworthy', 'The Huffington Post', {'weight': 0.0095}),
 ('Upworthy', 'Fox News', {'weight': 0.0013}),
 ('Upworthy', 'The Political Insider', {'weight': 0.0004}),
 ('Upworthy', 'Donald J. Trump', {'weight': 0.0011}),
 ('Upworthy', 'Liberal Daily', {'weight': 0.0023}),
 ('Upworthy', 'CNN', {'weight': 0.0039}),
 ('Upworthy', 'Hillary Clinton', {'weight': 0.0061}),
 ('Upworthy', 'Sean Hannity', {'weight': 0.0005}),
 ('NowThis', 'Allen West', {'weight': 0.0009}),
 ('NowThis', 'U.S. Senator Bernie Sanders', {'weight': 0.0026}),
 ('NowThis', 'The Federalist Papers', {'weight': 0.0004}),
 ('NowThis', '9GAG', {'weight': 0.004}),
 ('NowThis', 'AWM America', {'weight': 0.0013}),
 ('NowThis', 'Franklin Graham', {'weight': 0.0006}),
 ('NowThis', 'NPR', {'weight': 0.0019}),
 ('NowThis', 'ABC News', {'weight': 0.0039}),
 ('NowThis', 'American News', {'weight': 0.0006}),
 ('NowThis', 'The Other 98%', {'weight': 0.0044}),
 ('NowThis', 'Breitbart', {'weight': 0.0008}),
 ('NowThis', 'Nation In Distress', {'weight': 0.0006}),
 ('NowThis', 'BuzzFeed', {'weight': 0.0039}),
 ('NowThis', 'The Huffington Post', {'weight': 0.0048}),
 ('NowThis', 'Fox News', {'weight': 0.0022}),
 ('NowThis', 'The Political Insider', {'weight': 0.0005}),
 ('NowThis', 'CNN', {'weight': 0.0037}),
 ('NowThis', 'Liberal Daily', {'weight': 0.0007}),
 ('NowThis', 'Donald J. Trump', {'weight': 0.0019}),
 ('NowThis', 'Hillary Clinton', {'weight': 0.0029}),
 ('NowThis', 'Sean Hannity', {'weight': 0.0007}),
 ('Nation In Distress', 'Allen West', {'weight': 0.0052}),
 ('Nation In Distress', 'U.S. Senator Bernie Sanders', {'weight': 0.0002}),
 ('Nation In Distress', 'The Federalist Papers', {'weight': 0.0053}),
 ('Nation In Distress', '9GAG', {'weight': 0.0002}),
 ('Nation In Distress', 'AWM America', {'weight': 0.0082}),
 ('Nation In Distress', 'Franklin Graham', {'weight': 0.0054}),
 ('Nation In Distress', 'NPR', {'weight': 0.0001}),
 ('Nation In Distress', 'ABC News', {'weight': 0.001}),
 ('Nation In Distress', 'American News', {'weight': 0.0086}),
 ('Nation In Distress', 'Breitbart', {'weight': 0.0069}),
 ('Nation In Distress', 'The Other 98%', {'weight': 0.0004}),
 ('Nation In Distress', 'BuzzFeed', {'weight': 0.0}),
 ('Nation In Distress', 'The Huffington Post', {'weight': 0.0002}),
 ('Nation In Distress', 'Fox News', {'weight': 0.0088}),
 ('Nation In Distress', 'The Political Insider', {'weight': 0.008}),
 ('Nation In Distress', 'Donald J. Trump', {'weight': 0.0087}),
 ('Nation In Distress', 'Liberal Daily', {'weight': 0.0002}),
 ('Nation In Distress', 'CNN', {'weight': 0.0004}),
 ('Nation In Distress', 'Hillary Clinton', {'weight': 0.0001}),
 ('Nation In Distress', 'Sean Hannity', {'weight': 0.004}),
 ('The Huffington Post', 'Allen West', {'weight': 0.0004}),
 ('The Huffington Post', 'U.S. Senator Bernie Sanders', {'weight': 0.009}),
 ('The Huffington Post', 'The Federalist Papers', {'weight': 0.0002}),
 ('The Huffington Post', '9GAG', {'weight': 0.0025}),
 ('The Huffington Post', 'AWM America', {'weight': 0.0006}),
 ('The Huffington Post', 'Franklin Graham', {'weight': 0.0003}),
 ('The Huffington Post', 'NPR', {'weight': 0.0133}),
 ('The Huffington Post', 'ABC News', {'weight': 0.0056}),
 ('The Huffington Post', 'American News', {'weight': 0.0001}),
 ('The Huffington Post', 'The Other 98%', {'weight': 0.0124}),
 ('The Huffington Post', 'Breitbart', {'weight': 0.0004}),
 ('The Huffington Post', 'BuzzFeed', {'weight': 0.0086}),
 ('The Huffington Post', 'Fox News', {'weight': 0.0015}),
 ('The Huffington Post', 'The Political Insider', {'weight': 0.0001}),
 ('The Huffington Post', 'CNN', {'weight': 0.0089}),
 ('The Huffington Post', 'Liberal Daily', {'weight': 0.0034}),
 ('The Huffington Post', 'Donald J. Trump', {'weight': 0.0007}),
 ('The Huffington Post', 'Hillary Clinton', {'weight': 0.015}),
 ('The Huffington Post', 'Sean Hannity', {'weight': 0.0002}),
 ('The Political Insider', 'Allen West', {'weight': 0.0069}),
 ('The Political Insider', 'The Federalist Papers', {'weight': 0.0067}),
 ('The Political Insider', 'U.S. Senator Bernie Sanders', {'weight': 0.0001}),
 ('The Political Insider', '9GAG', {'weight': 0.0002}),
 ('The Political Insider', 'AWM America', {'weight': 0.0096}),
 ('The Political Insider', 'Franklin Graham', {'weight': 0.0061}),
 ('The Political Insider', 'NPR', {'weight': 0.0001}),
 ('The Political Insider', 'ABC News', {'weight': 0.0011}),
 ('The Political Insider', 'American News', {'weight': 0.0108}),
 ('The Political Insider', 'Breitbart', {'weight': 0.0086}),
 ('The Political Insider', 'The Other 98%', {'weight': 0.0002}),
 ('The Political Insider', 'BuzzFeed', {'weight': 0.0}),
 ('The Political Insider', 'Fox News', {'weight': 0.0102}),
 ('The Political Insider', 'Donald J. Trump', {'weight': 0.0092}),
 ('The Political Insider', 'Liberal Daily', {'weight': 0.0001}),
 ('The Political Insider', 'CNN', {'weight': 0.0006}),
 ('The Political Insider', 'Hillary Clinton', {'weight': 0.0001}),
 ('The Political Insider', 'Sean Hannity', {'weight': 0.0058}),
 ('Liberal Daily', 'Allen West', {'weight': 0.0}),
 ('Liberal Daily', 'U.S. Senator Bernie Sanders', {'weight': 0.0034}),
 ('Liberal Daily', 'The Federalist Papers', {'weight': 0.0001}),
 ('Liberal Daily', '9GAG', {'weight': 0.0001}),
 ('Liberal Daily', 'AWM America', {'weight': 0.0011}),
 ('Liberal Daily', 'Franklin Graham', {'weight': 0.0002}),
 ('Liberal Daily', 'NPR', {'weight': 0.0023}),
 ('Liberal Daily', 'ABC News', {'weight': 0.0013}),
 ('Liberal Daily', 'American News', {'weight': 0.0002}),
 ('Liberal Daily', 'The Other 98%', {'weight': 0.0036}),
 ('Liberal Daily', 'Breitbart', {'weight': 0.0001}),
 ('Liberal Daily', 'BuzzFeed', {'weight': 0.0003}),
 ('Liberal Daily', 'Fox News', {'weight': 0.0002}),
 ('Liberal Daily', 'CNN', {'weight': 0.0018}),
 ('Liberal Daily', 'Donald J. Trump', {'weight': 0.0001}),
 ('Liberal Daily', 'Hillary Clinton', {'weight': 0.006}),
 ('Liberal Daily', 'Sean Hannity', {'weight': 0.0001}),
 ('Sean Hannity', 'Allen West', {'weight': 0.0132}),
 ('Sean Hannity', 'The Federalist Papers', {'weight': 0.0066}),
 ('Sean Hannity', 'U.S. Senator Bernie Sanders', {'weight': 0.0002}),
 ('Sean Hannity', '9GAG', {'weight': 0.0003}),
 ('Sean Hannity', 'AWM America', {'weight': 0.0051}),
 ('Sean Hannity', 'Franklin Graham', {'weight': 0.0082}),
 ('Sean Hannity', 'NPR', {'weight': 0.0002}),
 ('Sean Hannity', 'American News', {'weight': 0.0052}),
 ('Sean Hannity', 'ABC News', {'weight': 0.0017}),
 ('Sean Hannity', 'Breitbart', {'weight': 0.0129}),
 ('Sean Hannity', 'The Other 98%', {'weight': 0.0004}),
 ('Sean Hannity', 'BuzzFeed', {'weight': 0.0002}),
 ('Sean Hannity', 'Fox News', {'weight': 0.0212}),
 ('Sean Hannity', 'CNN', {'weight': 0.0011}),
 ('Sean Hannity', 'Donald J. Trump', {'weight': 0.0199}),
 ('Sean Hannity', 'Hillary Clinton', {'weight': 0.0001}),
 ('Allen West', 'The Federalist Papers', {'weight': 0.0091}),
 ('Allen West', 'U.S. Senator Bernie Sanders', {'weight': 0.0003}),
 ('Allen West', '9GAG', {'weight': 0.0004}),
 ('Allen West', 'AWM America', {'weight': 0.006}),
 ('Allen West', 'Franklin Graham', {'weight': 0.0088}),
 ('Allen West', 'NPR', {'weight': 0.0001}),
 ('Allen West', 'ABC News', {'weight': 0.0015}),
 ('Allen West', 'American News', {'weight': 0.007}),
 ('Allen West', 'Breitbart', {'weight': 0.0146}),
 ('Allen West', 'The Other 98%', {'weight': 0.0004}),
 ('Allen West', 'BuzzFeed', {'weight': 0.0001}),
 ('Allen West', 'Fox News', {'weight': 0.0194}),
 ('Allen West', 'Donald J. Trump', {'weight': 0.0171}),
 ('Allen West', 'CNN', {'weight': 0.0011}),
 ('Allen West', 'Hillary Clinton', {'weight': 0.0001}),
 ('U.S. Senator Bernie Sanders', 'The Federalist Papers', {'weight': 0.0002}),
 ('U.S. Senator Bernie Sanders', '9GAG', {'weight': 0.0012}),
 ('U.S. Senator Bernie Sanders', 'AWM America', {'weight': 0.0007}),
 ('U.S. Senator Bernie Sanders', 'Franklin Graham', {'weight': 0.0003}),
 ('U.S. Senator Bernie Sanders', 'NPR', {'weight': 0.0072}),
 ('U.S. Senator Bernie Sanders', 'ABC News', {'weight': 0.002}),
 ('U.S. Senator Bernie Sanders', 'American News', {'weight': 0.0002}),
 ('U.S. Senator Bernie Sanders', 'The Other 98%', {'weight': 0.01}),
 ('U.S. Senator Bernie Sanders', 'Breitbart', {'weight': 0.0004}),
 ('U.S. Senator Bernie Sanders', 'BuzzFeed', {'weight': 0.0025}),
 ('U.S. Senator Bernie Sanders', 'Fox News', {'weight': 0.0006}),
 ('U.S. Senator Bernie Sanders', 'Donald J. Trump', {'weight': 0.0006}),
 ('U.S. Senator Bernie Sanders', 'CNN', {'weight': 0.0035}),
 ('U.S. Senator Bernie Sanders', 'Hillary Clinton', {'weight': 0.0069}),
 ('The Federalist Papers', '9GAG', {'weight': 0.0003}),
 ('The Federalist Papers', 'AWM America', {'weight': 0.0064}),
 ('The Federalist Papers', 'Franklin Graham', {'weight': 0.0064}),
 ('The Federalist Papers', 'NPR', {'weight': 0.0002}),
 ('The Federalist Papers', 'ABC News', {'weight': 0.0011}),
 ('The Federalist Papers', 'American News', {'weight': 0.0072}),
 ('The Federalist Papers', 'Breitbart', {'weight': 0.0104}),
 ('The Federalist Papers', 'The Other 98%', {'weight': 0.0004}),
 ('The Federalist Papers', 'BuzzFeed', {'weight': 0.0001}),
 ('The Federalist Papers', 'Fox News', {'weight': 0.0104}),
 ('The Federalist Papers', 'Donald J. Trump', {'weight': 0.0091}),
 ('The Federalist Papers', 'CNN', {'weight': 0.0005}),
 ('The Federalist Papers', 'Hillary Clinton', {'weight': 0.0001}),
 ('9GAG', 'AWM America', {'weight': 0.0002}),
 ('9GAG', 'Franklin Graham', {'weight': 0.0002}),
 ('9GAG', 'NPR', {'weight': 0.0005}),
 ('9GAG', 'ABC News', {'weight': 0.0017}),
 ('9GAG', 'American News', {'weight': 0.0002}),
 ('9GAG', 'The Other 98%', {'weight': 0.0032}),
 ('9GAG', 'Breitbart', {'weight': 0.0005}),
 ('9GAG', 'BuzzFeed', {'weight': 0.0037}),
 ('9GAG', 'Fox News', {'weight': 0.0012}),
 ('9GAG', 'Donald J. Trump', {'weight': 0.0015}),
 ('9GAG', 'CNN', {'weight': 0.002}),
 ('9GAG', 'Hillary Clinton', {'weight': 0.0012}),
 ('AWM America', 'Franklin Graham', {'weight': 0.0092}),
 ('AWM America', 'NPR', {'weight': 0.0005}),
 ('AWM America', 'American News', {'weight': 0.015}),
 ('AWM America', 'ABC News', {'weight': 0.0024}),
 ('AWM America', 'The Other 98%', {'weight': 0.001}),
 ('AWM America', 'Breitbart', {'weight': 0.0079}),
 ('AWM America', 'BuzzFeed', {'weight': 0.0001}),
 ('AWM America', 'Fox News', {'weight': 0.0124}),
 ('AWM America', 'Donald J. Trump', {'weight': 0.01}),
 ('AWM America', 'CNN', {'weight': 0.001}),
 ('AWM America', 'Hillary Clinton', {'weight': 0.0007}),
 ('Franklin Graham', 'NPR', {'weight': 0.0002}),
 ('Franklin Graham', 'ABC News', {'weight': 0.0026}),
 ('Franklin Graham', 'American News', {'weight': 0.0082}),
 ('Franklin Graham', 'Breitbart', {'weight': 0.0101}),
 ('Franklin Graham', 'The Other 98%', {'weight': 0.0005}),
 ('Franklin Graham', 'BuzzFeed', {'weight': 0.0001}),
 ('Franklin Graham', 'Fox News', {'weight': 0.0187}),
 ('Franklin Graham', 'Donald J. Trump', {'weight': 0.0167}),
 ('Franklin Graham', 'CNN', {'weight': 0.0011}),
 ('Franklin Graham', 'Hillary Clinton', {'weight': 0.0002}),
 ('NPR', 'ABC News', {'weight': 0.0024}),
 ('NPR', 'American News', {'weight': 0.0001}),
 ('NPR', 'The Other 98%', {'weight': 0.007}),
 ('NPR', 'Breitbart', {'weight': 0.0002}),
 ('NPR', 'BuzzFeed', {'weight': 0.0041}),
 ('NPR', 'Fox News', {'weight': 0.0006}),
 ('NPR', 'CNN', {'weight': 0.0042}),
 ('NPR', 'Donald J. Trump', {'weight': 0.0002}),
 ('NPR', 'Hillary Clinton', {'weight': 0.0097}),
 ('American News', 'ABC News', {'weight': 0.0015}),
 ('American News', 'Breitbart', {'weight': 0.0088}),
 ('American News', 'The Other 98%', {'weight': 0.0003}),
 ('American News', 'BuzzFeed', {'weight': 0.0001}),
 ('American News', 'Fox News', {'weight': 0.0117}),
 ('American News', 'Donald J. Trump', {'weight': 0.0098}),
 ('American News', 'CNN', {'weight': 0.0004}),
 ('American News', 'Hillary Clinton', {'weight': 0.0002}),
 ('ABC News', 'The Other 98%', {'weight': 0.0033}),
 ('ABC News', 'Breitbart', {'weight': 0.0018}),
 ('ABC News', 'BuzzFeed', {'weight': 0.0027}),
 ('ABC News', 'Fox News', {'weight': 0.0061}),
 ('ABC News', 'Donald J. Trump', {'weight': 0.0049}),
 ('ABC News', 'CNN', {'weight': 0.0061}),
 ('ABC News', 'Hillary Clinton', {'weight': 0.0049}),
 ('The Other 98%', 'Breitbart', {'weight': 0.0007}),
 ('The Other 98%', 'BuzzFeed', {'weight': 0.005}),
 ('The Other 98%', 'Fox News', {'weight': 0.0014}),
 ('The Other 98%', 'CNN', {'weight': 0.0046}),
 ('The Other 98%', 'Donald J. Trump', {'weight': 0.0009}),
 ('The Other 98%', 'Hillary Clinton', {'weight': 0.0079}),
 ('Breitbart', 'BuzzFeed', {'weight': 0.0003}),
 ('Breitbart', 'Fox News', {'weight': 0.0213}),
 ('Breitbart', 'Donald J. Trump', {'weight': 0.0212}),
 ('Breitbart', 'CNN', {'weight': 0.0012}),
 ('Breitbart', 'Hillary Clinton', {'weight': 0.0002}),
 ('BuzzFeed', 'Fox News', {'weight': 0.0011}),
 ('BuzzFeed', 'CNN', {'weight': 0.0032}),
 ('BuzzFeed', 'Donald J. Trump', {'weight': 0.0007}),
 ('BuzzFeed', 'Hillary Clinton', {'weight': 0.0043}),
 ('Fox News', 'Donald J. Trump', {'weight': 0.0439}),
 ('Fox News', 'CNN', {'weight': 0.0045}),
 ('Fox News', 'Hillary Clinton', {'weight': 0.0012}),
 ('Donald J. Trump', 'CNN', {'weight': 0.0033}),
 ('Donald J. Trump', 'Hillary Clinton', {'weight': 0.0006}),
 ('CNN', 'Hillary Clinton', {'weight': 0.0089})]


# Find top x reaction_time Pages
df2_20161002 = df_20161002.groupby(by=['page_id']).sum().groupby(level=[0]).cumsum()
df2_20161002 = df2_20161002.sort_values(by='reaction_time', ascending=False)
df2_20161002 = df2_20161002.drop("user_id", axis='columns')
df2_20161002_add_page_info = df2_20161002.merge(right=page_info, right_on='page_id', left_on='page_id')
df2_20161002_add_page_info = df2_20161002_add_page_info.reset_index()
df2_20161002_add_page_info.head(30)


#2016-10-09
# Load data and clean data
df_20161009 = df.drop(df[df['week_start_date']!='2016-10-09'].index)
df_20161009 = df_20161009.drop("week_start_date", axis='columns')
df_20161009.reset_index(drop=True, inplace=True)

df_20161009_add_page_info = df_20161009.merge(right=page_info, right_on='page_id', left_on='page_id')


## Find top x reaction_time Pages
df2_20161009 = df_20161009_add_page_info.groupby(by=['page_id']).sum().groupby(level=[0]).cumsum()
df2_20161009 = df2_20161009.sort_values(by='reaction_time', ascending=False)
df2_20161009 = df2_20161009.reset_index()
page_id_20161009 = df2_20161009.page_id.tolist()


## only analysis top x pages
df3_20161009_add_page_info = df_20161009_add_page_info[df_20161009_add_page_info.page_id.isin(page_id_20161009[0:30])]
df3_20161009_add_page_info.reset_index(drop=True, inplace=True)


# graph visualization
B_20161009 = nx_graph_from_pandas_edgelist(df3_20161009_add_page_info)
bottom_nodes, top_nodes = bipartite.sets(B_20161009)

# Project users' nodes on pages' node
G_20161009 = bipartite.weighted_projected_graph(B_20161009, list(top_nodes), ratio=True)
for u, v, d in G_20161009.edges(data=True):
    d['weight'] = round(d['weight'], 4) 

# Calculate average weight
weight_sum = 0
node_sum = 0
average_weight = 0
for u, v, d in G_20161009.edges(data=True):
    weight_sum += d['weight']
    node_sum += 1
average_weight = weight_sum / node_sum

elarge = [(u, v) for (u, v, d) in G_20161009.edges(data=True) if d["weight"] > average_weight ]
esmall = [(u, v) for (u, v, d) in G_20161009.edges(data=True) if d["weight"] <= average_weight ]

pos = nx.spring_layout(G_20161009, seed=7)  # positions for all nodes - seed for reproducibility

# nodes
nx.draw_networkx_nodes(G_20161009, pos, node_size=60)

# edges
nx.draw_networkx_edges(G_20161009, pos, edgelist=elarge, width=2, edge_color="red")
nx.draw_networkx_edges(
    G_20161009, pos, edgelist=esmall, width=0.5, alpha=0.5, edge_color="black", style="dashed"
)

# node labels
nx.draw_networkx_labels(G_20161009, pos, font_size=15, font_family="sans-serif")
# edge weight labels
edge_labels = nx.get_edge_attributes(G_20161009, "weight")
#nx.draw_networkx_edge_labels(G_20161009, pos, edge_labels, font_size=6, font_family="sans-serif")

ax = plt.gca()
ax.margins(0.001)
plt.axis("off")
plt.tight_layout()
plt.gcf().subplots_adjust(left=0)
plt.gcf().subplots_adjust(right=2)
plt.gcf().subplots_adjust(top=2)
plt.gcf().subplots_adjust(bottom=0)
plt.show()


for u, v, d in G_20161009.edges(data=True):
    d['weight'] = round(d['weight'], 4) 
list(G_20161009.edges(data=True))

[('Donald Trump For President', 'Allen West', {'weight': 0.0101}),
 ('Donald Trump For President', 'The Federalist Papers', {'weight': 0.0081}),
 ('Donald Trump For President',
  'U.S. Senator Bernie Sanders',
  {'weight': 0.0001}),
 ('Donald Trump For President', '9GAG', {'weight': 0.0001}),
 ('Donald Trump For President', 'The LAD Bible', {'weight': 0.0004}),
 ('Donald Trump For President', 'Franklin Graham', {'weight': 0.0081}),
 ('Donald Trump For President',
  "Uncle Sam's Misguided Children",
  {'weight': 0.0037}),
 ('Donald Trump For President', 'George Takei', {'weight': 0.0002}),
 ('Donald Trump For President', 'NPR', {'weight': 0.0001}),
 ('Donald Trump For President', 'Being Liberal', {'weight': 0.0}),
 ('Donald Trump For President', 'American News', {'weight': 0.0132}),
 ('Donald Trump For President', 'ABC News', {'weight': 0.0025}),
 ('Donald Trump For President', 'Occupy Democrats', {'weight': 0.0004}),
 ('Donald Trump For President', 'Breitbart', {'weight': 0.0127}),
 ('Donald Trump For President', 'The Other 98%', {'weight': 0.0004}),
 ('Donald Trump For President', 'Nation In Distress', {'weight': 0.0107}),
 ('Donald Trump For President', 'Upworthy', {'weight': 0.0004}),
 ('Donald Trump For President', 'NowThis', {'weight': 0.0004}),
 ('Donald Trump For President', 'BuzzFeed', {'weight': 0.0001}),
 ('Donald Trump For President', 'The Huffington Post', {'weight': 0.0002}),
 ('Donald Trump For President', 'Fox News', {'weight': 0.0214}),
 ('Donald Trump For President', 'The Political Insider', {'weight': 0.0109}),
 ('Donald Trump For President', 'The Onion', {'weight': 0.0002}),
 ('Donald Trump For President', 'Donald J. Trump', {'weight': 0.0241}),
 ('Donald Trump For President', 'The New York Times', {'weight': 0.0001}),
 ('Donald Trump For President', 'CNN', {'weight': 0.0008}),
 ('Donald Trump For President', 'Hillary Clinton', {'weight': 0.0001}),
 ('Donald Trump For President', 'Sean Hannity', {'weight': 0.0089}),
 ('Donald Trump For President', 'Western Journalism', {'weight': 0.0072}),
 ('The LAD Bible', 'Allen West', {'weight': 0.0004}),
 ('The LAD Bible', 'The Federalist Papers', {'weight': 0.0003}),
 ('The LAD Bible', 'U.S. Senator Bernie Sanders', {'weight': 0.0016}),
 ('The LAD Bible', '9GAG', {'weight': 0.0114}),
 ('The LAD Bible', 'Franklin Graham', {'weight': 0.0002}),
 ('The LAD Bible', "Uncle Sam's Misguided Children", {'weight': 0.0007}),
 ('The LAD Bible', 'George Takei', {'weight': 0.0045}),
 ('The LAD Bible', 'NPR', {'weight': 0.0008}),
 ('The LAD Bible', 'Being Liberal', {'weight': 0.0006}),
 ('The LAD Bible', 'ABC News', {'weight': 0.0024}),
 ('The LAD Bible', 'American News', {'weight': 0.0003}),
 ('The LAD Bible', 'Occupy Democrats', {'weight': 0.005}),
 ('The LAD Bible', 'The Other 98%', {'weight': 0.0028}),
 ('The LAD Bible', 'Breitbart', {'weight': 0.0007}),
 ('The LAD Bible', 'NowThis', {'weight': 0.0076}),
 ('The LAD Bible', 'Nation In Distress', {'weight': 0.0003}),
 ('The LAD Bible', 'Upworthy', {'weight': 0.003}),
 ('The LAD Bible', 'BuzzFeed', {'weight': 0.004}),
 ('The LAD Bible', 'The Huffington Post', {'weight': 0.0025}),
 ('The LAD Bible', 'Fox News', {'weight': 0.002}),
 ('The LAD Bible', 'The Political Insider', {'weight': 0.0003}),
 ('The LAD Bible', 'The Onion', {'weight': 0.0013}),
 ('The LAD Bible', 'Donald J. Trump', {'weight': 0.0034}),
 ('The LAD Bible', 'The New York Times', {'weight': 0.0013}),
 ('The LAD Bible', 'CNN', {'weight': 0.002}),
 ('The LAD Bible', 'Hillary Clinton', {'weight': 0.0013}),
 ('The LAD Bible', 'Sean Hannity', {'weight': 0.0004}),
 ('The LAD Bible', 'Western Journalism', {'weight': 0.0003}),
 ("Uncle Sam's Misguided Children", 'Allen West', {'weight': 0.0051}),
 ("Uncle Sam's Misguided Children",
  'The Federalist Papers',
  {'weight': 0.0034}),
 ("Uncle Sam's Misguided Children",
  'U.S. Senator Bernie Sanders',
  {'weight': 0.0001}),
 ("Uncle Sam's Misguided Children", '9GAG', {'weight': 0.0003}),
 ("Uncle Sam's Misguided Children", 'Franklin Graham', {'weight': 0.0018}),
 ("Uncle Sam's Misguided Children", 'George Takei', {'weight': 0.0003}),
 ("Uncle Sam's Misguided Children", 'NPR', {'weight': 0.0001}),
 ("Uncle Sam's Misguided Children", 'ABC News', {'weight': 0.0015}),
 ("Uncle Sam's Misguided Children", 'American News', {'weight': 0.003}),
 ("Uncle Sam's Misguided Children", 'Occupy Democrats', {'weight': 0.0003}),
 ("Uncle Sam's Misguided Children", 'Breitbart', {'weight': 0.0052}),
 ("Uncle Sam's Misguided Children", 'The Other 98%', {'weight': 0.0004}),
 ("Uncle Sam's Misguided Children", 'Nation In Distress', {'weight': 0.0024}),
 ("Uncle Sam's Misguided Children", 'NowThis', {'weight': 0.0005}),
 ("Uncle Sam's Misguided Children", 'Upworthy', {'weight': 0.0004}),
 ("Uncle Sam's Misguided Children", 'BuzzFeed', {'weight': 0.0001}),
 ("Uncle Sam's Misguided Children", 'The Huffington Post', {'weight': 0.0001}),
 ("Uncle Sam's Misguided Children", 'Fox News', {'weight': 0.0095}),
 ("Uncle Sam's Misguided Children",
  'The Political Insider',
  {'weight': 0.0023}),
 ("Uncle Sam's Misguided Children", 'The Onion', {'weight': 0.0002}),
 ("Uncle Sam's Misguided Children", 'Donald J. Trump', {'weight': 0.0105}),
 ("Uncle Sam's Misguided Children", 'The New York Times', {'weight': 0.0001}),
 ("Uncle Sam's Misguided Children", 'CNN', {'weight': 0.0005}),
 ("Uncle Sam's Misguided Children", 'Hillary Clinton', {'weight': 0.0}),
 ("Uncle Sam's Misguided Children", 'Sean Hannity', {'weight': 0.0033}),
 ("Uncle Sam's Misguided Children", 'Western Journalism', {'weight': 0.0018}),
 ('George Takei', 'Allen West', {'weight': 0.0005}),
 ('George Takei', 'U.S. Senator Bernie Sanders', {'weight': 0.0107}),
 ('George Takei', 'The Federalist Papers', {'weight': 0.0004}),
 ('George Takei', '9GAG', {'weight': 0.0031}),
 ('George Takei', 'Franklin Graham', {'weight': 0.0003}),
 ('George Takei', 'NPR', {'weight': 0.0121}),
 ('George Takei', 'Being Liberal', {'weight': 0.0084}),
 ('George Takei', 'ABC News', {'weight': 0.0049}),
 ('George Takei', 'American News', {'weight': 0.0005}),
 ('George Takei', 'Occupy Democrats', {'weight': 0.0196}),
 ('George Takei', 'The Other 98%', {'weight': 0.0113}),
 ('George Takei', 'Breitbart', {'weight': 0.0006}),
 ('George Takei', 'NowThis', {'weight': 0.0057}),
 ('George Takei', 'Upworthy', {'weight': 0.0123}),
 ('George Takei', 'Nation In Distress', {'weight': 0.0004}),
 ('George Takei', 'BuzzFeed', {'weight': 0.0091}),
 ('George Takei', 'The Huffington Post', {'weight': 0.0145}),
 ('George Takei', 'Fox News', {'weight': 0.002}),
 ('George Takei', 'The Political Insider', {'weight': 0.0002}),
 ('George Takei', 'The Onion', {'weight': 0.0084}),
 ('George Takei', 'CNN', {'weight': 0.0065}),
 ('George Takei', 'The New York Times', {'weight': 0.0086}),
 ('George Takei', 'Donald J. Trump', {'weight': 0.0015}),
 ('George Takei', 'Hillary Clinton', {'weight': 0.0103}),
 ('George Takei', 'Sean Hannity', {'weight': 0.0004}),
 ('George Takei', 'Western Journalism', {'weight': 0.0003}),
 ('Being Liberal', 'Allen West', {'weight': 0.0001}),
 ('Being Liberal', 'U.S. Senator Bernie Sanders', {'weight': 0.0075}),
 ('Being Liberal', 'The Federalist Papers', {'weight': 0.0002}),
 ('Being Liberal', '9GAG', {'weight': 0.0005}),
 ('Being Liberal', 'Franklin Graham', {'weight': 0.0001}),
 ('Being Liberal', 'NPR', {'weight': 0.0064}),
 ('Being Liberal', 'American News', {'weight': 0.0002}),
 ('Being Liberal', 'ABC News', {'weight': 0.0028}),
 ('Being Liberal', 'Occupy Democrats', {'weight': 0.0212}),
 ('Being Liberal', 'The Other 98%', {'weight': 0.0096}),
 ('Being Liberal', 'Breitbart', {'weight': 0.0002}),
 ('Being Liberal', 'Upworthy', {'weight': 0.0072}),
 ('Being Liberal', 'NowThis', {'weight': 0.0019}),
 ('Being Liberal', 'Nation In Distress', {'weight': 0.0001}),
 ('Being Liberal', 'BuzzFeed', {'weight': 0.0036}),
 ('Being Liberal', 'The Huffington Post', {'weight': 0.0096}),
 ('Being Liberal', 'Fox News', {'weight': 0.0004}),
 ('Being Liberal', 'The Political Insider', {'weight': 0.0001}),
 ('Being Liberal', 'The Onion', {'weight': 0.0042}),
 ('Being Liberal', 'CNN', {'weight': 0.0036}),
 ('Being Liberal', 'The New York Times', {'weight': 0.0047}),
 ('Being Liberal', 'Donald J. Trump', {'weight': 0.0001}),
 ('Being Liberal', 'Hillary Clinton', {'weight': 0.0093}),
 ('Being Liberal', 'Sean Hannity', {'weight': 0.0}),
 ('Being Liberal', 'Western Journalism', {'weight': 0.0001}),
 ('Occupy Democrats', 'Allen West', {'weight': 0.0004}),
 ('Occupy Democrats', 'U.S. Senator Bernie Sanders', {'weight': 0.018}),
 ('Occupy Democrats', 'The Federalist Papers', {'weight': 0.0004}),
 ('Occupy Democrats', '9GAG', {'weight': 0.0027}),
 ('Occupy Democrats', 'Franklin Graham', {'weight': 0.0005}),
 ('Occupy Democrats', 'NPR', {'weight': 0.0138}),
 ('Occupy Democrats', 'ABC News', {'weight': 0.0101}),
 ('Occupy Democrats', 'American News', {'weight': 0.0012}),
 ('Occupy Democrats', 'The Other 98%', {'weight': 0.0251}),
 ('Occupy Democrats', 'Breitbart', {'weight': 0.0006}),
 ('Occupy Democrats', 'Upworthy', {'weight': 0.0173}),
 ('Occupy Democrats', 'NowThis', {'weight': 0.0102}),
 ('Occupy Democrats', 'Nation In Distress', {'weight': 0.0005}),
 ('Occupy Democrats', 'BuzzFeed', {'weight': 0.0105}),
 ('Occupy Democrats', 'The Huffington Post', {'weight': 0.0246}),
 ('Occupy Democrats', 'Fox News', {'weight': 0.0026}),
 ('Occupy Democrats', 'The Political Insider', {'weight': 0.0006}),
 ('Occupy Democrats', 'The Onion', {'weight': 0.009}),
 ('Occupy Democrats', 'CNN', {'weight': 0.0129}),
 ('Occupy Democrats', 'The New York Times', {'weight': 0.013}),
 ('Occupy Democrats', 'Donald J. Trump', {'weight': 0.0012}),
 ('Occupy Democrats', 'Hillary Clinton', {'weight': 0.0279}),
 ('Occupy Democrats', 'Sean Hannity', {'weight': 0.0004}),
 ('Occupy Democrats', 'Western Journalism', {'weight': 0.0004}),
 ('Upworthy', 'Allen West', {'weight': 0.0009}),
 ('Upworthy', 'U.S. Senator Bernie Sanders', {'weight': 0.0081}),
 ('Upworthy', 'The Federalist Papers', {'weight': 0.0006}),
 ('Upworthy', '9GAG', {'weight': 0.0016}),
 ('Upworthy', 'Franklin Graham', {'weight': 0.0011}),
 ('Upworthy', 'NPR', {'weight': 0.0098}),
 ('Upworthy', 'ABC News', {'weight': 0.0053}),
 ('Upworthy', 'American News', {'weight': 0.0014}),
 ('Upworthy', 'The Other 98%', {'weight': 0.0083}),
 ('Upworthy', 'Breitbart', {'weight': 0.0008}),
 ('Upworthy', 'NowThis', {'weight': 0.0066}),
 ('Upworthy', 'Nation In Distress', {'weight': 0.0006}),
 ('Upworthy', 'BuzzFeed', {'weight': 0.007}),
 ('Upworthy', 'The Huffington Post', {'weight': 0.0136}),
 ('Upworthy', 'Fox News', {'weight': 0.0035}),
 ('Upworthy', 'The Political Insider', {'weight': 0.0007}),
 ('Upworthy', 'The Onion', {'weight': 0.0046}),
 ('Upworthy', 'Donald J. Trump', {'weight': 0.002}),
 ('Upworthy', 'The New York Times', {'weight': 0.0077}),
 ('Upworthy', 'CNN', {'weight': 0.0058}),
 ('Upworthy', 'Hillary Clinton', {'weight': 0.0091}),
 ('Upworthy', 'Sean Hannity', {'weight': 0.0008}),
 ('Upworthy', 'Western Journalism', {'weight': 0.0008}),
 ('Nation In Distress', 'Allen West', {'weight': 0.0055}),
 ('Nation In Distress', 'The Federalist Papers', {'weight': 0.0069}),
 ('Nation In Distress', 'U.S. Senator Bernie Sanders', {'weight': 0.0002}),
 ('Nation In Distress', '9GAG', {'weight': 0.0001}),
 ('Nation In Distress', 'Franklin Graham', {'weight': 0.0051}),
 ('Nation In Distress', 'NPR', {'weight': 0.0001}),
 ('Nation In Distress', 'American News', {'weight': 0.0111}),
 ('Nation In Distress', 'ABC News', {'weight': 0.0014}),
 ('Nation In Distress', 'Breitbart', {'weight': 0.0072}),
 ('Nation In Distress', 'The Other 98%', {'weight': 0.0003}),
 ('Nation In Distress', 'NowThis', {'weight': 0.0003}),
 ('Nation In Distress', 'BuzzFeed', {'weight': 0.0001}),
 ('Nation In Distress', 'The Huffington Post', {'weight': 0.0001}),
 ('Nation In Distress', 'Fox News', {'weight': 0.0113}),
 ('Nation In Distress', 'The Political Insider', {'weight': 0.0098}),
 ('Nation In Distress', 'The Onion', {'weight': 0.0001}),
 ('Nation In Distress', 'Donald J. Trump', {'weight': 0.0102}),
 ('Nation In Distress', 'The New York Times', {'weight': 0.0001}),
 ('Nation In Distress', 'CNN', {'weight': 0.0006}),
 ('Nation In Distress', 'Hillary Clinton', {'weight': 0.0001}),
 ('Nation In Distress', 'Sean Hannity', {'weight': 0.0044}),
 ('Nation In Distress', 'Western Journalism', {'weight': 0.0052}),
 ('NowThis', 'Allen West', {'weight': 0.0007}),
 ('NowThis', 'U.S. Senator Bernie Sanders', {'weight': 0.0037}),
 ('NowThis', 'The Federalist Papers', {'weight': 0.0004}),
 ('NowThis', '9GAG', {'weight': 0.0037}),
 ('NowThis', 'Franklin Graham', {'weight': 0.0004}),
 ('NowThis', 'NPR', {'weight': 0.0027}),
 ('NowThis', 'American News', {'weight': 0.0008}),
 ('NowThis', 'ABC News', {'weight': 0.0038}),
 ('NowThis', 'The Other 98%', {'weight': 0.0051}),
 ('NowThis', 'Breitbart', {'weight': 0.0008}),
 ('NowThis', 'BuzzFeed', {'weight': 0.0047}),
 ('NowThis', 'The Huffington Post', {'weight': 0.0059}),
 ('NowThis', 'Fox News', {'weight': 0.003}),
 ('NowThis', 'The Political Insider', {'weight': 0.0006}),
 ('NowThis', 'The Onion', {'weight': 0.0022}),
 ('NowThis', 'CNN', {'weight': 0.0042}),
 ('NowThis', 'The New York Times', {'weight': 0.0029}),
 ('NowThis', 'Donald J. Trump', {'weight': 0.0024}),
 ('NowThis', 'Hillary Clinton', {'weight': 0.0034}),
 ('NowThis', 'Sean Hannity', {'weight': 0.0006}),
 ('NowThis', 'Western Journalism', {'weight': 0.0006}),
 ('The Huffington Post', 'Allen West', {'weight': 0.0003}),
 ('The Huffington Post', 'U.S. Senator Bernie Sanders', {'weight': 0.0108}),
 ('The Huffington Post', 'The Federalist Papers', {'weight': 0.0002}),
 ('The Huffington Post', '9GAG', {'weight': 0.0018}),
 ('The Huffington Post', 'Franklin Graham', {'weight': 0.0003}),
 ('The Huffington Post', 'NPR', {'weight': 0.0156}),
 ('The Huffington Post', 'ABC News', {'weight': 0.0078}),
 ('The Huffington Post', 'American News', {'weight': 0.0003}),
 ('The Huffington Post', 'The Other 98%', {'weight': 0.0121}),
 ('The Huffington Post', 'Breitbart', {'weight': 0.0004}),
 ('The Huffington Post', 'BuzzFeed', {'weight': 0.0123}),
 ('The Huffington Post', 'Fox News', {'weight': 0.002}),
 ('The Huffington Post', 'The Political Insider', {'weight': 0.0002}),
 ('The Huffington Post', 'The Onion', {'weight': 0.0089}),
 ('The Huffington Post', 'CNN', {'weight': 0.0098}),
 ('The Huffington Post', 'The New York Times', {'weight': 0.0134}),
 ('The Huffington Post', 'Donald J. Trump', {'weight': 0.0008}),
 ('The Huffington Post', 'Hillary Clinton', {'weight': 0.0169}),
 ('The Huffington Post', 'Sean Hannity', {'weight': 0.0003}),
 ('The Huffington Post', 'Western Journalism', {'weight': 0.0002}),
 ('The Political Insider', 'Allen West', {'weight': 0.0074}),
 ('The Political Insider', 'The Federalist Papers', {'weight': 0.0087}),
 ('The Political Insider', 'U.S. Senator Bernie Sanders', {'weight': 0.0002}),
 ('The Political Insider', '9GAG', {'weight': 0.0001}),
 ('The Political Insider', 'Franklin Graham', {'weight': 0.0067}),
 ('The Political Insider', 'NPR', {'weight': 0.0001}),
 ('The Political Insider', 'ABC News', {'weight': 0.0017}),
 ('The Political Insider', 'American News', {'weight': 0.0155}),
 ('The Political Insider', 'Breitbart', {'weight': 0.01}),
 ('The Political Insider', 'The Other 98%', {'weight': 0.0003}),
 ('The Political Insider', 'BuzzFeed', {'weight': 0.0001}),
 ('The Political Insider', 'Fox News', {'weight': 0.0151}),
 ('The Political Insider', 'The Onion', {'weight': 0.0001}),
 ('The Political Insider', 'Donald J. Trump', {'weight': 0.0122}),
 ('The Political Insider', 'The New York Times', {'weight': 0.0001}),
 ('The Political Insider', 'CNN', {'weight': 0.0007}),
 ('The Political Insider', 'Hillary Clinton', {'weight': 0.0002}),
 ('The Political Insider', 'Sean Hannity', {'weight': 0.0067}),
 ('The Political Insider', 'Western Journalism', {'weight': 0.0086}),
 ('The New York Times', 'Allen West', {'weight': 0.0002}),
 ('The New York Times', 'U.S. Senator Bernie Sanders', {'weight': 0.0059}),
 ('The New York Times', 'The Federalist Papers', {'weight': 0.0003}),
 ('The New York Times', '9GAG', {'weight': 0.0013}),
 ('The New York Times', 'Franklin Graham', {'weight': 0.0001}),
 ('The New York Times', 'NPR', {'weight': 0.0125}),
 ('The New York Times', 'ABC News', {'weight': 0.0038}),
 ('The New York Times', 'American News', {'weight': 0.0002}),
 ('The New York Times', 'The Other 98%', {'weight': 0.0061}),
 ('The New York Times', 'Breitbart', {'weight': 0.0003}),
 ('The New York Times', 'BuzzFeed', {'weight': 0.0062}),
 ('The New York Times', 'Fox News', {'weight': 0.0013}),
 ('The New York Times', 'The Onion', {'weight': 0.0076}),
 ('The New York Times', 'CNN', {'weight': 0.0062}),
 ('The New York Times', 'Donald J. Trump', {'weight': 0.0007}),
 ('The New York Times', 'Hillary Clinton', {'weight': 0.0118}),
 ('The New York Times', 'Sean Hannity', {'weight': 0.0001}),
 ('The New York Times', 'Western Journalism', {'weight': 0.0002}),
 ('Sean Hannity', 'Allen West', {'weight': 0.0134}),
 ('Sean Hannity', 'The Federalist Papers', {'weight': 0.0074}),
 ('Sean Hannity', 'U.S. Senator Bernie Sanders', {'weight': 0.0001}),
 ('Sean Hannity', '9GAG', {'weight': 0.0001}),
 ('Sean Hannity', 'Franklin Graham', {'weight': 0.0079}),
 ('Sean Hannity', 'NPR', {'weight': 0.0002}),
 ('Sean Hannity', 'American News', {'weight': 0.0068}),
 ('Sean Hannity', 'ABC News', {'weight': 0.0027}),
 ('Sean Hannity', 'Breitbart', {'weight': 0.0133}),
 ('Sean Hannity', 'The Other 98%', {'weight': 0.0003}),
 ('Sean Hannity', 'BuzzFeed', {'weight': 0.0002}),
 ('Sean Hannity', 'Fox News', {'weight': 0.0246}),
 ('Sean Hannity', 'The Onion', {'weight': 0.0002}),
 ('Sean Hannity', 'Donald J. Trump', {'weight': 0.0222}),
 ('Sean Hannity', 'CNN', {'weight': 0.0013}),
 ('Sean Hannity', 'Hillary Clinton', {'weight': 0.0}),
 ('Sean Hannity', 'Western Journalism', {'weight': 0.0072}),
 ('Western Journalism', 'Allen West', {'weight': 0.0082}),
 ('Western Journalism', 'The Federalist Papers', {'weight': 0.0082}),
 ('Western Journalism', 'U.S. Senator Bernie Sanders', {'weight': 0.0001}),
 ('Western Journalism', '9GAG', {'weight': 0.0}),
 ('Western Journalism', 'Franklin Graham', {'weight': 0.0068}),
 ('Western Journalism', 'NPR', {'weight': 0.0002}),
 ('Western Journalism', 'ABC News', {'weight': 0.0022}),
 ('Western Journalism', 'American News', {'weight': 0.0103}),
 ('Western Journalism', 'Breitbart', {'weight': 0.0097}),
 ('Western Journalism', 'The Other 98%', {'weight': 0.0002}),
 ('Western Journalism', 'BuzzFeed', {'weight': 0.0001}),
 ('Western Journalism', 'Fox News', {'weight': 0.0144}),
 ('Western Journalism', 'The Onion', {'weight': 0.0001}),
 ('Western Journalism', 'Donald J. Trump', {'weight': 0.0117}),
 ('Western Journalism', 'CNN', {'weight': 0.0007}),
 ('Western Journalism', 'Hillary Clinton', {'weight': 0.0001}),
 ('Allen West', 'The Federalist Papers', {'weight': 0.0115}),
 ('Allen West', 'U.S. Senator Bernie Sanders', {'weight': 0.0002}),
 ('Allen West', '9GAG', {'weight': 0.0001}),
 ('Allen West', 'Franklin Graham', {'weight': 0.0093}),
 ('Allen West', 'NPR', {'weight': 0.0002}),
 ('Allen West', 'American News', {'weight': 0.0095}),
 ('Allen West', 'ABC News', {'weight': 0.0029}),
 ('Allen West', 'Breitbart', {'weight': 0.0166}),
 ('Allen West', 'The Other 98%', {'weight': 0.0004}),
 ('Allen West', 'BuzzFeed', {'weight': 0.0003}),
 ('Allen West', 'Fox News', {'weight': 0.0271}),
 ('Allen West', 'The Onion', {'weight': 0.0003}),
 ('Allen West', 'Donald J. Trump', {'weight': 0.0253}),
 ('Allen West', 'CNN', {'weight': 0.0012}),
 ('Allen West', 'Hillary Clinton', {'weight': 0.0}),
 ('U.S. Senator Bernie Sanders', 'The Federalist Papers', {'weight': 0.0003}),
 ('U.S. Senator Bernie Sanders', '9GAG', {'weight': 0.0014}),
 ('U.S. Senator Bernie Sanders', 'Franklin Graham', {'weight': 0.0003}),
 ('U.S. Senator Bernie Sanders', 'NPR', {'weight': 0.0092}),
 ('U.S. Senator Bernie Sanders', 'ABC News', {'weight': 0.0034}),
 ('U.S. Senator Bernie Sanders', 'American News', {'weight': 0.0005}),
 ('U.S. Senator Bernie Sanders', 'The Other 98%', {'weight': 0.0107}),
 ('U.S. Senator Bernie Sanders', 'Breitbart', {'weight': 0.0003}),
 ('U.S. Senator Bernie Sanders', 'BuzzFeed', {'weight': 0.0046}),
 ('U.S. Senator Bernie Sanders', 'Fox News', {'weight': 0.0011}),
 ('U.S. Senator Bernie Sanders', 'The Onion', {'weight': 0.0063}),
 ('U.S. Senator Bernie Sanders', 'CNN', {'weight': 0.0045}),
 ('U.S. Senator Bernie Sanders', 'Donald J. Trump', {'weight': 0.0008}),
 ('U.S. Senator Bernie Sanders', 'Hillary Clinton', {'weight': 0.0087}),
 ('The Federalist Papers', '9GAG', {'weight': 0.0002}),
 ('The Federalist Papers', 'Franklin Graham', {'weight': 0.007}),
 ('The Federalist Papers', 'NPR', {'weight': 0.0002}),
 ('The Federalist Papers', 'American News', {'weight': 0.0103}),
 ('The Federalist Papers', 'ABC News', {'weight': 0.0016}),
 ('The Federalist Papers', 'Breitbart', {'weight': 0.0131}),
 ('The Federalist Papers', 'The Other 98%', {'weight': 0.0004}),
 ('The Federalist Papers', 'BuzzFeed', {'weight': 0.0001}),
 ('The Federalist Papers', 'Fox News', {'weight': 0.0158}),
 ('The Federalist Papers', 'The Onion', {'weight': 0.0003}),
 ('The Federalist Papers', 'Donald J. Trump', {'weight': 0.0129}),
 ('The Federalist Papers', 'CNN', {'weight': 0.0007}),
 ('The Federalist Papers', 'Hillary Clinton', {'weight': 0.0001}),
 ('9GAG', 'Franklin Graham', {'weight': 0.0001}),
 ('9GAG', 'NPR', {'weight': 0.0007}),
 ('9GAG', 'ABC News', {'weight': 0.0009}),
 ('9GAG', 'American News', {'weight': 0.0001}),
 ('9GAG', 'The Other 98%', {'weight': 0.0026}),
 ('9GAG', 'Breitbart', {'weight': 0.0003}),
 ('9GAG', 'BuzzFeed', {'weight': 0.0031}),
 ('9GAG', 'Fox News', {'weight': 0.0009}),
 ('9GAG', 'The Onion', {'weight': 0.0011}),
 ('9GAG', 'Donald J. Trump', {'weight': 0.0016}),
 ('9GAG', 'CNN', {'weight': 0.0014}),
 ('9GAG', 'Hillary Clinton', {'weight': 0.0011}),
 ('Franklin Graham', 'NPR', {'weight': 0.0002}),
 ('Franklin Graham', 'American News', {'weight': 0.0095}),
 ('Franklin Graham', 'ABC News', {'weight': 0.003}),
 ('Franklin Graham', 'Breitbart', {'weight': 0.0095}),
 ('Franklin Graham', 'The Other 98%', {'weight': 0.0003}),
 ('Franklin Graham', 'BuzzFeed', {'weight': 0.0002}),
 ('Franklin Graham', 'Fox News', {'weight': 0.0219}),
 ('Franklin Graham', 'The Onion', {'weight': 0.0001}),
 ('Franklin Graham', 'Donald J. Trump', {'weight': 0.0178}),
 ('Franklin Graham', 'CNN', {'weight': 0.0009}),
 ('Franklin Graham', 'Hillary Clinton', {'weight': 0.0003}),
 ('NPR', 'ABC News', {'weight': 0.0043}),
 ('NPR', 'American News', {'weight': 0.0002}),
 ('NPR', 'The Other 98%', {'weight': 0.0077}),
 ('NPR', 'Breitbart', {'weight': 0.0002}),
 ('NPR', 'BuzzFeed', {'weight': 0.0068}),
 ('NPR', 'Fox News', {'weight': 0.001}),
 ('NPR', 'The Onion', {'weight': 0.0097}),
 ('NPR', 'CNN', {'weight': 0.0057}),
 ('NPR', 'Donald J. Trump', {'weight': 0.0005}),
 ('NPR', 'Hillary Clinton', {'weight': 0.0107}),
 ('American News', 'ABC News', {'weight': 0.0032}),
 ('American News', 'Breitbart', {'weight': 0.0111}),
 ('American News', 'The Other 98%', {'weight': 0.0004}),
 ('American News', 'BuzzFeed', {'weight': 0.0002}),
 ('American News', 'Fox News', {'weight': 0.0197}),
 ('American News', 'The Onion', {'weight': 0.0001}),
 ('American News', 'Donald J. Trump', {'weight': 0.0152}),
 ('American News', 'CNN', {'weight': 0.0005}),
 ('American News', 'Hillary Clinton', {'weight': 0.0003}),
 ('ABC News', 'Breitbart', {'weight': 0.0032}),
 ('ABC News', 'The Other 98%', {'weight': 0.004}),
 ('ABC News', 'BuzzFeed', {'weight': 0.0039}),
 ('ABC News', 'Fox News', {'weight': 0.0113}),
 ('ABC News', 'The Onion', {'weight': 0.0025}),
 ('ABC News', 'Donald J. Trump', {'weight': 0.008}),
 ('ABC News', 'CNN', {'weight': 0.0069}),
 ('ABC News', 'Hillary Clinton', {'weight': 0.0064}),
 ('The Other 98%', 'Breitbart', {'weight': 0.0005}),
 ('The Other 98%', 'BuzzFeed', {'weight': 0.0065}),
 ('The Other 98%', 'Fox News', {'weight': 0.0016}),
 ('The Other 98%', 'The Onion', {'weight': 0.0059}),
 ('The Other 98%', 'CNN', {'weight': 0.0054}),
 ('The Other 98%', 'Donald J. Trump', {'weight': 0.0008}),
 ('The Other 98%', 'Hillary Clinton', {'weight': 0.0081}),
 ('Breitbart', 'BuzzFeed', {'weight': 0.0002}),
 ('Breitbart', 'Fox News', {'weight': 0.0263}),
 ('Breitbart', 'The Onion', {'weight': 0.0004}),
 ('Breitbart', 'Donald J. Trump', {'weight': 0.0277}),
 ('Breitbart', 'CNN', {'weight': 0.0015}),
 ('Breitbart', 'Hillary Clinton', {'weight': 0.0002}),
 ('BuzzFeed', 'Fox News', {'weight': 0.0015}),
 ('BuzzFeed', 'The Onion', {'weight': 0.0055}),
 ('BuzzFeed', 'CNN', {'weight': 0.0051}),
 ('BuzzFeed', 'Donald J. Trump', {'weight': 0.001}),
 ('BuzzFeed', 'Hillary Clinton', {'weight': 0.0068}),
 ('Fox News', 'The Onion', {'weight': 0.0012}),
 ('Fox News', 'Donald J. Trump', {'weight': 0.0613}),
 ('Fox News', 'CNN', {'weight': 0.0053}),
 ('Fox News', 'Hillary Clinton', {'weight': 0.0017}),
 ('The Onion', 'CNN', {'weight': 0.0037}),
 ('The Onion', 'Donald J. Trump', {'weight': 0.0008}),
 ('The Onion', 'Hillary Clinton', {'weight': 0.0064}),
 ('CNN', 'Donald J. Trump', {'weight': 0.004}),
 ('CNN', 'Hillary Clinton', {'weight': 0.0104}),
 ('Donald J. Trump', 'Hillary Clinton', {'weight': 0.0008})]


# Find top x reaction_time Pages
df2_20161009 = df_20161009.groupby(by=['page_id']).sum().groupby(level=[0]).cumsum()
df2_20161009 = df2_20161009.sort_values(by='reaction_time', ascending=False)
df2_20161009 = df2_20161009.drop("user_id", axis='columns')
df2_20161009_add_page_info = df2_20161009.merge(right=page_info, right_on='page_id', left_on='page_id')
df2_20161009_add_page_info = df2_20161009_add_page_info.reset_index()
df2_20161009_add_page_info.head(30)


#2016-10-16
# Load data and clean data
df_20161016 = df.drop(df[df['week_start_date']!='2016-10-16'].index)
df_20161016 = df_20161016.drop("week_start_date", axis='columns')
df_20161016.reset_index(drop=True, inplace=True)

df_20161016_add_page_info = df_20161016.merge(right=page_info, right_on='page_id', left_on='page_id')


## Find top x reaction_time Pages
df2_20161016 = df_20161016_add_page_info.groupby(by=['page_id']).sum().groupby(level=[0]).cumsum()
df2_20161016 = df2_20161016.sort_values(by='reaction_time', ascending=False)
df2_20161016 = df2_20161016.reset_index()
page_id_20161016 = df2_20161016.page_id.tolist()


## only analysis top x pages
df3_20161016_add_page_info = df_20161016_add_page_info[df_20161016_add_page_info.page_id.isin(page_id_20161016[0:30])]
df3_20161016_add_page_info.reset_index(drop=True, inplace=True)


# graph visualization
B_20161016 = nx_graph_from_pandas_edgelist(df3_20161016_add_page_info)
bottom_nodes, top_nodes = bipartite.sets(B_20161016)

# Project users' nodes on pages' node
G_20161016 = bipartite.weighted_projected_graph(B_20161016, list(top_nodes), ratio=True)
for u, v, d in G_20161016.edges(data=True):
    d['weight'] = round(d['weight'], 4) 

# Calculate average weight
weight_sum = 0
node_sum = 0
average_weight = 0
for u, v, d in G_20161016.edges(data=True):
    weight_sum += d['weight']
    node_sum += 1
average_weight = weight_sum / node_sum

elarge = [(u, v) for (u, v, d) in G_20161016.edges(data=True) if d["weight"] > average_weight ]
esmall = [(u, v) for (u, v, d) in G_20161016.edges(data=True) if d["weight"] <= average_weight ]

pos = nx.spring_layout(G_20161016, seed=7)  # positions for all nodes - seed for reproducibility

# nodes
nx.draw_networkx_nodes(G_20161016, pos, node_size=60)

# edges
nx.draw_networkx_edges(G_20161016, pos, edgelist=elarge, width=2, edge_color="red")
nx.draw_networkx_edges(
    G_20161016, pos, edgelist=esmall, width=0.5, alpha=0.5, edge_color="black", style="dashed"
)

# node labels
nx.draw_networkx_labels(G_20161016, pos, font_size=15, font_family="sans-serif")
# edge weight labels
edge_labels = nx.get_edge_attributes(G_20161016, "weight")
#nx.draw_networkx_edge_labels(G_20161016, pos, edge_labels, font_size=6, font_family="sans-serif")

ax = plt.gca()
ax.margins(0.001)
plt.axis("off")
plt.tight_layout()
plt.gcf().subplots_adjust(left=0)
plt.gcf().subplots_adjust(right=2)
plt.gcf().subplots_adjust(top=2)
plt.gcf().subplots_adjust(bottom=0)
plt.show()


for u, v, d in G_20161016.edges(data=True):
    d['weight'] = round(d['weight'], 4) 
list(G_20161016.edges(data=True))

[('Donald Trump For President', 'Allen West', {'weight': 0.0085}),
 ('Donald Trump For President', 'The Federalist Papers', {'weight': 0.0077}),
 ('Donald Trump For President', '9GAG', {'weight': 0.0001}),
 ('Donald Trump For President', 'The LAD Bible', {'weight': 0.0008}),
 ('Donald Trump For President', 'AWM America', {'weight': 0.0092}),
 ('Donald Trump For President',
  "Uncle Sam's Misguided Children",
  {'weight': 0.0035}),
 ('Donald Trump For President', 'George Takei', {'weight': 0.0003}),
 ('Donald Trump For President', 'Bill Maher', {'weight': 0.0001}),
 ('Donald Trump For President', 'NPR', {'weight': 0.0001}),
 ('Donald Trump For President', 'American News', {'weight': 0.0111}),
 ('Donald Trump For President', 'ABC News', {'weight': 0.0017}),
 ('Donald Trump For President', 'Cold Dead Hands', {'weight': 0.0037}),
 ('Donald Trump For President', 'Bernie Sanders', {'weight': 0.0001}),
 ('Donald Trump For President', 'Occupy Democrats', {'weight': 0.0001}),
 ('Donald Trump For President', 'Breitbart', {'weight': 0.0114}),
 ('Donald Trump For President', 'The Other 98%', {'weight': 0.0001}),
 ('Donald Trump For President', 'Nation In Distress', {'weight': 0.0113}),
 ('Donald Trump For President', 'Upworthy', {'weight': 0.0003}),
 ('Donald Trump For President', 'NowThis', {'weight': 0.0007}),
 ('Donald Trump For President', 'BuzzFeed', {'weight': 0.0002}),
 ('Donald Trump For President', 'The Huffington Post', {'weight': 0.0001}),
 ('Donald Trump For President', 'Fox News', {'weight': 0.0181}),
 ('Donald Trump For President', 'The Political Insider', {'weight': 0.0111}),
 ('Donald Trump For President', 'Donald J. Trump', {'weight': 0.0205}),
 ('Donald Trump For President', 'The New York Times', {'weight': 0.0001}),
 ('Donald Trump For President', 'CNN', {'weight': 0.0011}),
 ('Donald Trump For President', 'Faith Family America', {'weight': 0.0072}),
 ('Donald Trump For President', 'Hillary Clinton', {'weight': 0.0001}),
 ('Donald Trump For President', 'Sean Hannity', {'weight': 0.0091}),
 ('The LAD Bible', 'Allen West', {'weight': 0.0012}),
 ('The LAD Bible', 'The Federalist Papers', {'weight': 0.0008}),
 ('The LAD Bible', '9GAG', {'weight': 0.0142}),
 ('The LAD Bible', 'AWM America', {'weight': 0.0013}),
 ('The LAD Bible', "Uncle Sam's Misguided Children", {'weight': 0.0013}),
 ('The LAD Bible', 'George Takei', {'weight': 0.0067}),
 ('The LAD Bible', 'Bill Maher', {'weight': 0.0015}),
 ('The LAD Bible', 'NPR', {'weight': 0.0011}),
 ('The LAD Bible', 'ABC News', {'weight': 0.0031}),
 ('The LAD Bible', 'American News', {'weight': 0.0007}),
 ('The LAD Bible', 'Cold Dead Hands', {'weight': 0.0011}),
 ('The LAD Bible', 'Bernie Sanders', {'weight': 0.0027}),
 ('The LAD Bible', 'Occupy Democrats', {'weight': 0.0039}),
 ('The LAD Bible', 'The Other 98%', {'weight': 0.0038}),
 ('The LAD Bible', 'Breitbart', {'weight': 0.0012}),
 ('The LAD Bible', 'NowThis', {'weight': 0.0095}),
 ('The LAD Bible', 'Upworthy', {'weight': 0.0033}),
 ('The LAD Bible', 'Nation In Distress', {'weight': 0.0007}),
 ('The LAD Bible', 'BuzzFeed', {'weight': 0.0057}),
 ('The LAD Bible', 'The Huffington Post', {'weight': 0.0034}),
 ('The LAD Bible', 'Fox News', {'weight': 0.0034}),
 ('The LAD Bible', 'The Political Insider', {'weight': 0.0007}),
 ('The LAD Bible', 'Donald J. Trump', {'weight': 0.0034}),
 ('The LAD Bible', 'The New York Times', {'weight': 0.0018}),
 ('The LAD Bible', 'CNN', {'weight': 0.0039}),
 ('The LAD Bible', 'Faith Family America', {'weight': 0.0005}),
 ('The LAD Bible', 'Hillary Clinton', {'weight': 0.0033}),
 ('The LAD Bible', 'Sean Hannity', {'weight': 0.0008}),
 ("Uncle Sam's Misguided Children", 'Allen West', {'weight': 0.0045}),
 ("Uncle Sam's Misguided Children",
  'The Federalist Papers',
  {'weight': 0.0031}),
 ("Uncle Sam's Misguided Children", '9GAG', {'weight': 0.0004}),
 ("Uncle Sam's Misguided Children", 'AWM America', {'weight': 0.0021}),
 ("Uncle Sam's Misguided Children", 'George Takei', {'weight': 0.0002}),
 ("Uncle Sam's Misguided Children", 'Bill Maher', {'weight': 0.0}),
 ("Uncle Sam's Misguided Children", 'NPR', {'weight': 0.0001}),
 ("Uncle Sam's Misguided Children", 'American News', {'weight': 0.0025}),
 ("Uncle Sam's Misguided Children", 'ABC News', {'weight': 0.001}),
 ("Uncle Sam's Misguided Children", 'Cold Dead Hands', {'weight': 0.0038}),
 ("Uncle Sam's Misguided Children", 'Bernie Sanders', {'weight': 0.0001}),
 ("Uncle Sam's Misguided Children", 'Occupy Democrats', {'weight': 0.0001}),
 ("Uncle Sam's Misguided Children", 'Breitbart', {'weight': 0.0045}),
 ("Uncle Sam's Misguided Children", 'The Other 98%', {'weight': 0.0002}),
 ("Uncle Sam's Misguided Children", 'Nation In Distress', {'weight': 0.0027}),
 ("Uncle Sam's Misguided Children", 'NowThis', {'weight': 0.0006}),
 ("Uncle Sam's Misguided Children", 'Upworthy', {'weight': 0.0001}),
 ("Uncle Sam's Misguided Children", 'BuzzFeed', {'weight': 0.0002}),
 ("Uncle Sam's Misguided Children", 'The Huffington Post', {'weight': 0.0002}),
 ("Uncle Sam's Misguided Children", 'Fox News', {'weight': 0.0085}),
 ("Uncle Sam's Misguided Children",
  'The Political Insider',
  {'weight': 0.0021}),
 ("Uncle Sam's Misguided Children", 'Donald J. Trump', {'weight': 0.0084}),
 ("Uncle Sam's Misguided Children", 'The New York Times', {'weight': 0.0001}),
 ("Uncle Sam's Misguided Children", 'CNN', {'weight': 0.0006}),
 ("Uncle Sam's Misguided Children",
  'Faith Family America',
  {'weight': 0.0012}),
 ("Uncle Sam's Misguided Children", 'Hillary Clinton', {'weight': 0.0001}),
 ("Uncle Sam's Misguided Children", 'Sean Hannity', {'weight': 0.0031}),
 ('George Takei', 'Allen West', {'weight': 0.0005}),
 ('George Takei', 'The Federalist Papers', {'weight': 0.0004}),
 ('George Takei', '9GAG', {'weight': 0.0039}),
 ('George Takei', 'AWM America', {'weight': 0.0015}),
 ('George Takei', 'Bill Maher', {'weight': 0.0119}),
 ('George Takei', 'NPR', {'weight': 0.0143}),
 ('George Takei', 'ABC News', {'weight': 0.0049}),
 ('George Takei', 'Cold Dead Hands', {'weight': 0.0004}),
 ('George Takei', 'American News', {'weight': 0.0004}),
 ('George Takei', 'Bernie Sanders', {'weight': 0.0139}),
 ('George Takei', 'Occupy Democrats', {'weight': 0.0175}),
 ('George Takei', 'The Other 98%', {'weight': 0.0128}),
 ('George Takei', 'Breitbart', {'weight': 0.0006}),
 ('George Takei', 'NowThis', {'weight': 0.0071}),
 ('George Takei', 'Upworthy', {'weight': 0.0128}),
 ('George Takei', 'Nation In Distress', {'weight': 0.0004}),
 ('George Takei', 'BuzzFeed', {'weight': 0.0132}),
 ('George Takei', 'The Huffington Post', {'weight': 0.0186}),
 ('George Takei', 'Fox News', {'weight': 0.0022}),
 ('George Takei', 'The Political Insider', {'weight': 0.0002}),
 ('George Takei', 'CNN', {'weight': 0.0099}),
 ('George Takei', 'The New York Times', {'weight': 0.0128}),
 ('George Takei', 'Donald J. Trump', {'weight': 0.001}),
 ('George Takei', 'Faith Family America', {'weight': 0.0004}),
 ('George Takei', 'Hillary Clinton', {'weight': 0.0179}),
 ('George Takei', 'Sean Hannity', {'weight': 0.0004}),
 ('Bill Maher', 'Allen West', {'weight': 0.0001}),
 ('Bill Maher', 'The Federalist Papers', {'weight': 0.0001}),
 ('Bill Maher', '9GAG', {'weight': 0.0008}),
 ('Bill Maher', 'AWM America', {'weight': 0.0006}),
 ('Bill Maher', 'NPR', {'weight': 0.0071}),
 ('Bill Maher', 'ABC News', {'weight': 0.0027}),
 ('Bill Maher', 'Cold Dead Hands', {'weight': 0.0001}),
 ('Bill Maher', 'American News', {'weight': 0.0001}),
 ('Bill Maher', 'Bernie Sanders', {'weight': 0.0104}),
 ('Bill Maher', 'Occupy Democrats', {'weight': 0.0153}),
 ('Bill Maher', 'The Other 98%', {'weight': 0.0085}),
 ('Bill Maher', 'Breitbart', {'weight': 0.0002}),
 ('Bill Maher', 'Upworthy', {'weight': 0.0049}),
 ('Bill Maher', 'NowThis', {'weight': 0.003}),
 ('Bill Maher', 'Nation In Distress', {'weight': 0.0001}),
 ('Bill Maher', 'BuzzFeed', {'weight': 0.005}),
 ('Bill Maher', 'The Huffington Post', {'weight': 0.0105}),
 ('Bill Maher', 'Fox News', {'weight': 0.0008}),
 ('Bill Maher', 'The Political Insider', {'weight': 0.0}),
 ('Bill Maher', 'CNN', {'weight': 0.007}),
 ('Bill Maher', 'The New York Times', {'weight': 0.0082}),
 ('Bill Maher', 'Donald J. Trump', {'weight': 0.0002}),
 ('Bill Maher', 'Faith Family America', {'weight': 0.0001}),
 ('Bill Maher', 'Hillary Clinton', {'weight': 0.0143}),
 ('Occupy Democrats', 'Allen West', {'weight': 0.0001}),
 ('Occupy Democrats', 'The Federalist Papers', {'weight': 0.0002}),
 ('Occupy Democrats', '9GAG', {'weight': 0.0019}),
 ('Occupy Democrats', 'AWM America', {'weight': 0.0027}),
 ('Occupy Democrats', 'NPR', {'weight': 0.0092}),
 ('Occupy Democrats', 'ABC News', {'weight': 0.0061}),
 ('Occupy Democrats', 'Cold Dead Hands', {'weight': 0.0002}),
 ('Occupy Democrats', 'American News', {'weight': 0.0004}),
 ('Occupy Democrats', 'Bernie Sanders', {'weight': 0.0146}),
 ('Occupy Democrats', 'The Other 98%', {'weight': 0.0184}),
 ('Occupy Democrats', 'Breitbart', {'weight': 0.0004}),
 ('Occupy Democrats', 'NowThis', {'weight': 0.0071}),
 ('Occupy Democrats', 'Upworthy', {'weight': 0.01}),
 ('Occupy Democrats', 'Nation In Distress', {'weight': 0.0003}),
 ('Occupy Democrats', 'BuzzFeed', {'weight': 0.0073}),
 ('Occupy Democrats', 'The Huffington Post', {'weight': 0.0162}),
 ('Occupy Democrats', 'Fox News', {'weight': 0.0019}),
 ('Occupy Democrats', 'The Political Insider', {'weight': 0.0002}),
 ('Occupy Democrats', 'CNN', {'weight': 0.0123}),
 ('Occupy Democrats', 'The New York Times', {'weight': 0.0105}),
 ('Occupy Democrats', 'Donald J. Trump', {'weight': 0.0004}),
 ('Occupy Democrats', 'Faith Family America', {'weight': 0.0009}),
 ('Occupy Democrats', 'Hillary Clinton', {'weight': 0.0249}),
 ('Occupy Democrats', 'Sean Hannity', {'weight': 0.0001}),
 ('Upworthy', 'Allen West', {'weight': 0.0005}),
 ('Upworthy', 'The Federalist Papers', {'weight': 0.0003}),
 ('Upworthy', '9GAG', {'weight': 0.0015}),
 ('Upworthy', 'AWM America', {'weight': 0.0016}),
 ('Upworthy', 'NPR', {'weight': 0.0069}),
 ('Upworthy', 'ABC News', {'weight': 0.0041}),
 ('Upworthy', 'American News', {'weight': 0.0006}),
 ('Upworthy', 'Cold Dead Hands', {'weight': 0.0002}),
 ('Upworthy', 'Bernie Sanders', {'weight': 0.0067}),
 ('Upworthy', 'The Other 98%', {'weight': 0.0063}),
 ('Upworthy', 'Breitbart', {'weight': 0.0005}),
 ('Upworthy', 'NowThis', {'weight': 0.0064}),
 ('Upworthy', 'Nation In Distress', {'weight': 0.0003}),
 ('Upworthy', 'BuzzFeed', {'weight': 0.0069}),
 ('Upworthy', 'The Huffington Post', {'weight': 0.0103}),
 ('Upworthy', 'Fox News', {'weight': 0.0021}),
 ('Upworthy', 'The Political Insider', {'weight': 0.0002}),
 ('Upworthy', 'CNN', {'weight': 0.0064}),
 ('Upworthy', 'The New York Times', {'weight': 0.0067}),
 ('Upworthy', 'Donald J. Trump', {'weight': 0.0012}),
 ('Upworthy', 'Faith Family America', {'weight': 0.0005}),
 ('Upworthy', 'Hillary Clinton', {'weight': 0.0087}),
 ('Upworthy', 'Sean Hannity', {'weight': 0.0003}),
 ('NowThis', 'Allen West', {'weight': 0.0009}),
 ('NowThis', 'The Federalist Papers', {'weight': 0.0007}),
 ('NowThis', '9GAG', {'weight': 0.0042}),
 ('NowThis', 'AWM America', {'weight': 0.0017}),
 ('NowThis', 'NPR', {'weight': 0.0028}),
 ('NowThis', 'ABC News', {'weight': 0.0042}),
 ('NowThis', 'American News', {'weight': 0.0007}),
 ('NowThis', 'Cold Dead Hands', {'weight': 0.0004}),
 ('NowThis', 'Bernie Sanders', {'weight': 0.0052}),
 ('NowThis', 'The Other 98%', {'weight': 0.0048}),
 ('NowThis', 'Breitbart', {'weight': 0.0008}),
 ('NowThis', 'Nation In Distress', {'weight': 0.0006}),
 ('NowThis', 'BuzzFeed', {'weight': 0.0059}),
 ('NowThis', 'The Huffington Post', {'weight': 0.0057}),
 ('NowThis', 'Fox News', {'weight': 0.0033}),
 ('NowThis', 'The Political Insider', {'weight': 0.0007}),
 ('NowThis', 'Donald J. Trump', {'weight': 0.0023}),
 ('NowThis', 'The New York Times', {'weight': 0.0039}),
 ('NowThis', 'CNN', {'weight': 0.0058}),
 ('NowThis', 'Faith Family America', {'weight': 0.0006}),
 ('NowThis', 'Hillary Clinton', {'weight': 0.006}),
 ('NowThis', 'Sean Hannity', {'weight': 0.0008}),
 ('Nation In Distress', 'Allen West', {'weight': 0.005}),
 ('Nation In Distress', 'The Federalist Papers', {'weight': 0.0067}),
 ('Nation In Distress', '9GAG', {'weight': 0.0001}),
 ('Nation In Distress', 'AWM America', {'weight': 0.0101}),
 ('Nation In Distress', 'NPR', {'weight': 0.0001}),
 ('Nation In Distress', 'American News', {'weight': 0.01}),
 ('Nation In Distress', 'Cold Dead Hands', {'weight': 0.0035}),
 ('Nation In Distress', 'ABC News', {'weight': 0.0009}),
 ('Nation In Distress', 'Bernie Sanders', {'weight': 0.0001}),
 ('Nation In Distress', 'Breitbart', {'weight': 0.007}),
 ('Nation In Distress', 'The Other 98%', {'weight': 0.0002}),
 ('Nation In Distress', 'BuzzFeed', {'weight': 0.0001}),
 ('Nation In Distress', 'The Huffington Post', {'weight': 0.0001}),
 ('Nation In Distress', 'Fox News', {'weight': 0.0101}),
 ('Nation In Distress', 'The Political Insider', {'weight': 0.0101}),
 ('Nation In Distress', 'Donald J. Trump', {'weight': 0.0088}),
 ('Nation In Distress', 'The New York Times', {'weight': 0.0001}),
 ('Nation In Distress', 'CNN', {'weight': 0.0006}),
 ('Nation In Distress', 'Faith Family America', {'weight': 0.0068}),
 ('Nation In Distress', 'Hillary Clinton', {'weight': 0.0002}),
 ('Nation In Distress', 'Sean Hannity', {'weight': 0.0042}),
 ('The Huffington Post', 'Allen West', {'weight': 0.0003}),
 ('The Huffington Post', 'The Federalist Papers', {'weight': 0.0003}),
 ('The Huffington Post', '9GAG', {'weight': 0.0017}),
 ('The Huffington Post', 'AWM America', {'weight': 0.001}),
 ('The Huffington Post', 'NPR', {'weight': 0.0129}),
 ('The Huffington Post', 'ABC News', {'weight': 0.0058}),
 ('The Huffington Post', 'American News', {'weight': 0.0002}),
 ('The Huffington Post', 'Cold Dead Hands', {'weight': 0.0001}),
 ('The Huffington Post', 'Bernie Sanders', {'weight': 0.011}),
 ('The Huffington Post', 'The Other 98%', {'weight': 0.0101}),
 ('The Huffington Post', 'Breitbart', {'weight': 0.0002}),
 ('The Huffington Post', 'BuzzFeed', {'weight': 0.0129}),
 ('The Huffington Post', 'Fox News', {'weight': 0.0021}),
 ('The Huffington Post', 'The Political Insider', {'weight': 0.0001}),
 ('The Huffington Post', 'CNN', {'weight': 0.0126}),
 ('The Huffington Post', 'The New York Times', {'weight': 0.0143}),
 ('The Huffington Post', 'Donald J. Trump', {'weight': 0.0006}),
 ('The Huffington Post', 'Faith Family America', {'weight': 0.0001}),
 ('The Huffington Post', 'Hillary Clinton', {'weight': 0.0192}),
 ('The Huffington Post', 'Sean Hannity', {'weight': 0.0002}),
 ('The Political Insider', 'Allen West', {'weight': 0.0074}),
 ('The Political Insider', 'The Federalist Papers', {'weight': 0.0086}),
 ('The Political Insider', '9GAG', {'weight': 0.0001}),
 ('The Political Insider', 'AWM America', {'weight': 0.0118}),
 ('The Political Insider', 'NPR', {'weight': 0.0001}),
 ('The Political Insider', 'Cold Dead Hands', {'weight': 0.0022}),
 ('The Political Insider', 'ABC News', {'weight': 0.0014}),
 ('The Political Insider', 'American News', {'weight': 0.0134}),
 ('The Political Insider', 'Bernie Sanders', {'weight': 0.0001}),
 ('The Political Insider', 'Breitbart', {'weight': 0.0091}),
 ('The Political Insider', 'The Other 98%', {'weight': 0.0002}),
 ('The Political Insider', 'BuzzFeed', {'weight': 0.0001}),
 ('The Political Insider', 'Fox News', {'weight': 0.0127}),
 ('The Political Insider', 'Donald J. Trump', {'weight': 0.0112}),
 ('The Political Insider', 'The New York Times', {'weight': 0.0001}),
 ('The Political Insider', 'CNN', {'weight': 0.0008}),
 ('The Political Insider', 'Faith Family America', {'weight': 0.0079}),
 ('The Political Insider', 'Hillary Clinton', {'weight': 0.0001}),
 ('The Political Insider', 'Sean Hannity', {'weight': 0.0065}),
 ('The New York Times', 'Allen West', {'weight': 0.0001}),
 ('The New York Times', 'The Federalist Papers', {'weight': 0.0001}),
 ('The New York Times', '9GAG', {'weight': 0.0017}),
 ('The New York Times', 'AWM America', {'weight': 0.0004}),
 ('The New York Times', 'NPR', {'weight': 0.0122}),
 ('The New York Times', 'ABC News', {'weight': 0.0033}),
 ('The New York Times', 'American News', {'weight': 0.0001}),
 ('The New York Times', 'Cold Dead Hands', {'weight': 0.0001}),
 ('The New York Times', 'Bernie Sanders', {'weight': 0.0084}),
 ('The New York Times', 'The Other 98%', {'weight': 0.0065}),
 ('The New York Times', 'Breitbart', {'weight': 0.0002}),
 ('The New York Times', 'BuzzFeed', {'weight': 0.0084}),
 ('The New York Times', 'Fox News', {'weight': 0.0013}),
 ('The New York Times', 'CNN', {'weight': 0.0088}),
 ('The New York Times', 'Donald J. Trump', {'weight': 0.0008}),
 ('The New York Times', 'Faith Family America', {'weight': 0.0001}),
 ('The New York Times', 'Hillary Clinton', {'weight': 0.0175}),
 ('The New York Times', 'Sean Hannity', {'weight': 0.0001}),
 ('Faith Family America', 'Allen West', {'weight': 0.0052}),
 ('Faith Family America', 'The Federalist Papers', {'weight': 0.0063}),
 ('Faith Family America', '9GAG', {'weight': 0.0}),
 ('Faith Family America', 'AWM America', {'weight': 0.0109}),
 ('Faith Family America', 'NPR', {'weight': 0.0001}),
 ('Faith Family America', 'American News', {'weight': 0.0096}),
 ('Faith Family America', 'Cold Dead Hands', {'weight': 0.0015}),
 ('Faith Family America', 'ABC News', {'weight': 0.0012}),
 ('Faith Family America', 'Bernie Sanders', {'weight': 0.0002}),
 ('Faith Family America', 'Breitbart', {'weight': 0.0067}),
 ('Faith Family America', 'The Other 98%', {'weight': 0.0003}),
 ('Faith Family America', 'BuzzFeed', {'weight': 0.0001}),
 ('Faith Family America', 'Fox News', {'weight': 0.01}),
 ('Faith Family America', 'Donald J. Trump', {'weight': 0.0077}),
 ('Faith Family America', 'CNN', {'weight': 0.0005}),
 ('Faith Family America', 'Hillary Clinton', {'weight': 0.0003}),
 ('Faith Family America', 'Sean Hannity', {'weight': 0.0043}),
 ('Sean Hannity', 'Allen West', {'weight': 0.0128}),
 ('Sean Hannity', 'The Federalist Papers', {'weight': 0.0079}),
 ('Sean Hannity', '9GAG', {'weight': 0.0002}),
 ('Sean Hannity', 'AWM America', {'weight': 0.0055}),
 ('Sean Hannity', 'NPR', {'weight': 0.0002}),
 ('Sean Hannity', 'American News', {'weight': 0.0073}),
 ('Sean Hannity', 'Cold Dead Hands', {'weight': 0.0031}),
 ('Sean Hannity', 'ABC News', {'weight': 0.0022}),
 ('Sean Hannity', 'Bernie Sanders', {'weight': 0.0001}),
 ('Sean Hannity', 'Breitbart', {'weight': 0.013}),
 ('Sean Hannity', 'The Other 98%', {'weight': 0.0002}),
 ('Sean Hannity', 'BuzzFeed', {'weight': 0.0002}),
 ('Sean Hannity', 'Fox News', {'weight': 0.0236}),
 ('Sean Hannity', 'Donald J. Trump', {'weight': 0.0216}),
 ('Sean Hannity', 'CNN', {'weight': 0.0013}),
 ('Sean Hannity', 'Hillary Clinton', {'weight': 0.0002}),
 ('Allen West', 'The Federalist Papers', {'weight': 0.011}),
 ('Allen West', '9GAG', {'weight': 0.0002}),
 ('Allen West', 'AWM America', {'weight': 0.0064}),
 ('Allen West', 'NPR', {'weight': 0.0002}),
 ('Allen West', 'American News', {'weight': 0.0087}),
 ('Allen West', 'Cold Dead Hands', {'weight': 0.0042}),
 ('Allen West', 'ABC News', {'weight': 0.0017}),
 ('Allen West', 'Bernie Sanders', {'weight': 0.0001}),
 ('Allen West', 'Breitbart', {'weight': 0.0148}),
 ('Allen West', 'The Other 98%', {'weight': 0.0002}),
 ('Allen West', 'BuzzFeed', {'weight': 0.0003}),
 ('Allen West', 'Fox News', {'weight': 0.022}),
 ('Allen West', 'Donald J. Trump', {'weight': 0.0187}),
 ('Allen West', 'CNN', {'weight': 0.0012}),
 ('Allen West', 'Hillary Clinton', {'weight': 0.0002}),
 ('The Federalist Papers', '9GAG', {'weight': 0.0002}),
 ('The Federalist Papers', 'AWM America', {'weight': 0.0085}),
 ('The Federalist Papers', 'NPR', {'weight': 0.0002}),
 ('The Federalist Papers', 'Cold Dead Hands', {'weight': 0.0041}),
 ('The Federalist Papers', 'American News', {'weight': 0.0103}),
 ('The Federalist Papers', 'ABC News', {'weight': 0.0012}),
 ('The Federalist Papers', 'Bernie Sanders', {'weight': 0.0}),
 ('The Federalist Papers', 'Breitbart', {'weight': 0.0129}),
 ('The Federalist Papers', 'The Other 98%', {'weight': 0.0003}),
 ('The Federalist Papers', 'BuzzFeed', {'weight': 0.0003}),
 ('The Federalist Papers', 'Fox News', {'weight': 0.015}),
 ('The Federalist Papers', 'Donald J. Trump', {'weight': 0.0126}),
 ('The Federalist Papers', 'CNN', {'weight': 0.0007}),
 ('The Federalist Papers', 'Hillary Clinton', {'weight': 0.0001}),
 ('9GAG', 'AWM America', {'weight': 0.0001}),
 ('9GAG', 'NPR', {'weight': 0.0006}),
 ('9GAG', 'Cold Dead Hands', {'weight': 0.0002}),
 ('9GAG', 'ABC News', {'weight': 0.0012}),
 ('9GAG', 'American News', {'weight': 0.0}),
 ('9GAG', 'Bernie Sanders', {'weight': 0.0016}),
 ('9GAG', 'The Other 98%', {'weight': 0.0027}),
 ('9GAG', 'Breitbart', {'weight': 0.0003}),
 ('9GAG', 'BuzzFeed', {'weight': 0.0042}),
 ('9GAG', 'Fox News', {'weight': 0.0008}),
 ('9GAG', 'CNN', {'weight': 0.0019}),
 ('9GAG', 'Donald J. Trump', {'weight': 0.0012}),
 ('9GAG', 'Hillary Clinton', {'weight': 0.0017}),
 ('AWM America', 'NPR', {'weight': 0.0004}),
 ('AWM America', 'American News', {'weight': 0.0159}),
 ('AWM America', 'Cold Dead Hands', {'weight': 0.0023}),
 ('AWM America', 'ABC News', {'weight': 0.0026}),
 ('AWM America', 'Bernie Sanders', {'weight': 0.0006}),
 ('AWM America', 'Breitbart', {'weight': 0.0085}),
 ('AWM America', 'The Other 98%', {'weight': 0.0008}),
 ('AWM America', 'BuzzFeed', {'weight': 0.0004}),
 ('AWM America', 'Fox News', {'weight': 0.0141}),
 ('AWM America', 'Donald J. Trump', {'weight': 0.0105}),
 ('AWM America', 'CNN', {'weight': 0.0016}),
 ('AWM America', 'Hillary Clinton', {'weight': 0.0012}),
 ('NPR', 'ABC News', {'weight': 0.0027}),
 ('NPR', 'American News', {'weight': 0.0002}),
 ('NPR', 'Cold Dead Hands', {'weight': 0.0001}),
 ('NPR', 'Bernie Sanders', {'weight': 0.0085}),
 ('NPR', 'The Other 98%', {'weight': 0.0071}),
 ('NPR', 'Breitbart', {'weight': 0.0003}),
 ('NPR', 'BuzzFeed', {'weight': 0.0075}),
 ('NPR', 'Fox News', {'weight': 0.0011}),
 ('NPR', 'CNN', {'weight': 0.0062}),
 ('NPR', 'Donald J. Trump', {'weight': 0.0004}),
 ('NPR', 'Hillary Clinton', {'weight': 0.0129}),
 ('Cold Dead Hands', 'American News', {'weight': 0.0032}),
 ('Cold Dead Hands', 'ABC News', {'weight': 0.0005}),
 ('Cold Dead Hands', 'Bernie Sanders', {'weight': 0.0001}),
 ('Cold Dead Hands', 'Breitbart', {'weight': 0.0041}),
 ('Cold Dead Hands', 'The Other 98%', {'weight': 0.0002}),
 ('Cold Dead Hands', 'BuzzFeed', {'weight': 0.0002}),
 ('Cold Dead Hands', 'Fox News', {'weight': 0.0075}),
 ('Cold Dead Hands', 'Donald J. Trump', {'weight': 0.0068}),
 ('Cold Dead Hands', 'CNN', {'weight': 0.0004}),
 ('Cold Dead Hands', 'Hillary Clinton', {'weight': 0.0}),
 ('American News', 'ABC News', {'weight': 0.0016}),
 ('American News', 'Bernie Sanders', {'weight': 0.0}),
 ('American News', 'Breitbart', {'weight': 0.0109}),
 ('American News', 'The Other 98%', {'weight': 0.0001}),
 ('American News', 'BuzzFeed', {'weight': 0.0001}),
 ('American News', 'Fox News', {'weight': 0.0169}),
 ('American News', 'Donald J. Trump', {'weight': 0.0133}),
 ('American News', 'CNN', {'weight': 0.0007}),
 ('American News', 'Hillary Clinton', {'weight': 0.0001}),
 ('ABC News', 'Bernie Sanders', {'weight': 0.0034}),
 ('ABC News', 'The Other 98%', {'weight': 0.0031}),
 ('ABC News', 'Breitbart', {'weight': 0.002}),
 ('ABC News', 'BuzzFeed', {'weight': 0.004}),
 ('ABC News', 'Fox News', {'weight': 0.0076}),
 ('ABC News', 'Donald J. Trump', {'weight': 0.0052}),
 ('ABC News', 'CNN', {'weight': 0.0073}),
 ('ABC News', 'Hillary Clinton', {'weight': 0.0066}),
 ('Bernie Sanders', 'The Other 98%', {'weight': 0.0112}),
 ('Bernie Sanders', 'Breitbart', {'weight': 0.0002}),
 ('Bernie Sanders', 'BuzzFeed', {'weight': 0.0072}),
 ('Bernie Sanders', 'Fox News', {'weight': 0.001}),
 ('Bernie Sanders', 'CNN', {'weight': 0.0065}),
 ('Bernie Sanders', 'Donald J. Trump', {'weight': 0.0005}),
 ('Bernie Sanders', 'Hillary Clinton', {'weight': 0.013}),
 ('Breitbart', 'The Other 98%', {'weight': 0.0004}),
 ('Breitbart', 'BuzzFeed', {'weight': 0.0005}),
 ('Breitbart', 'Fox News', {'weight': 0.0231}),
 ('Breitbart', 'Donald J. Trump', {'weight': 0.0224}),
 ('Breitbart', 'CNN', {'weight': 0.0016}),
 ('Breitbart', 'Hillary Clinton', {'weight': 0.0003}),
 ('The Other 98%', 'BuzzFeed', {'weight': 0.0063}),
 ('The Other 98%', 'Fox News', {'weight': 0.0015}),
 ('The Other 98%', 'CNN', {'weight': 0.0068}),
 ('The Other 98%', 'Donald J. Trump', {'weight': 0.0005}),
 ('The Other 98%', 'Hillary Clinton', {'weight': 0.0106}),
 ('BuzzFeed', 'Fox News', {'weight': 0.002}),
 ('BuzzFeed', 'Donald J. Trump', {'weight': 0.0011}),
 ('BuzzFeed', 'CNN', {'weight': 0.0073}),
 ('BuzzFeed', 'Hillary Clinton', {'weight': 0.0102}),
 ('Fox News', 'Donald J. Trump', {'weight': 0.048}),
 ('Fox News', 'CNN', {'weight': 0.0064}),
 ('Fox News', 'Hillary Clinton', {'weight': 0.0022}),
 ('CNN', 'Donald J. Trump', {'weight': 0.0039}),
 ('CNN', 'Hillary Clinton', {'weight': 0.015}),
 ('Donald J. Trump', 'Hillary Clinton', {'weight': 0.0009})]


# Find top x reaction_time Pages
df2_20161016 = df_20161016.groupby(by=['page_id']).sum().groupby(level=[0]).cumsum()
df2_20161016 = df2_20161016.sort_values(by='reaction_time', ascending=False)
df2_20161016 = df2_20161016.drop("user_id", axis='columns')
df2_20161016_add_page_info = df2_20161016.merge(right=page_info, right_on='page_id', left_on='page_id')
df2_20161016_add_page_info = df2_20161016_add_page_info.reset_index()
df2_20161016_add_page_info.head(30)

	user_id	page_id	week_start_date	reaction_time	is_politifact_user	fake_posts_count
5015421	502548149224	7938522410	2016-10-30	0	False	0.0
5015501	502548149224	113201214447	2016-09-25	0	False	0.0
2853814	502548149224	18468761129	2016-08-07	1	False	0.0
5015386	502548149224	5550296508	2016-08-28	0	False	0.0
5015500	502548149224	113201214447	2016-09-18	0	False	0.0
...	...	...	...	...	...	...
25543482	10212036602018169	10643211755	2016-09-04	0	False	0.0
25543481	10212036602018169	10643211755	2016-08-28	0	False	0.0
25543480	10212036602018169	10643211755	2016-08-21	0	False	0.0
25543493	10212036602018169	24085780715	2016-08-28	0	False	0.0
25543573	10212036602018169	545775132233909	2016-10-30	0	False	0.0

	user_id	page_id	reaction_time
0	502548149224	10643211755	1
1	504535781680	19440638720	1
2	504535781680	199098633470668	6
3	511651751124	10513336322	1
4	511972972838	6491828674	1
...	...	...	...
347591	10211474845295627	341163402640457	1
347592	10211474845295627	138691142964027	1
347593	10211474845295627	86680728811	1
347594	10211474845295627	997108126967413	2
347595	10212036602018169	354522044588660	2

	user_id	page_id	reaction_time	page_name	category	type	type_sub	type_issue	fan_count	talking_about_count	page_url	total_like	total_comment	total_share	1:07:14	rank_1:7:14
0	502548149224	10643211755	1	NPR	Non-Profit Organization	media	radio	NaN	5132848	1151976	https://www.facebook.com/NPR	207136	45354	65668	144396.6	70
1	556509309462	10643211755	1	NPR	Non-Profit Organization	media	radio	NaN	5132848	1151976	https://www.facebook.com/NPR	207136	45354	65668	144396.6	70
2	583950982121	10643211755	1	NPR	Non-Profit Organization	media	radio	NaN	5132848	1151976	https://www.facebook.com/NPR	207136	45354	65668	144396.6	70
3	620911238315	10643211755	5	NPR	Non-Profit Organization	media	radio	NaN	5132848	1151976	https://www.facebook.com/NPR	207136	45354	65668	144396.6	70
4	646962740454	10643211755	1	NPR	Non-Profit Organization	media	radio	NaN	5132848	1151976	https://www.facebook.com/NPR	207136	45354	65668	144396.6	70
...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
347591	10203774877187514	116849198376359	1	Michael Ausiello	Public Figure	figure	journalist	NaN	32020	8857	https://www.facebook.com/MichaelAusiello	857	49	1678	2469.2	988
347592	10204607407239955	116849198376359	1	Michael Ausiello	Public Figure	figure	journalist	NaN	32020	8857	https://www.facebook.com/MichaelAusiello	857	49	1678	2469.2	988
347593	10206904497596294	116849198376359	1	Michael Ausiello	Public Figure	figure	journalist	NaN	32020	8857	https://www.facebook.com/MichaelAusiello	857	49	1678	2469.2	988
347594	10201179040873127	9583477694	1	Adryenn Ashley	Public Figure	figure	journalist	NaN	93109	10525	https://www.facebook.com/AdryennAshley	1338	4596	714	4350.6	727
347595	10204112590510365	9583477694	1	Adryenn Ashley	Public Figure	figure	journalist	NaN	93109	10525	https://www.facebook.com/AdryennAshley	1338	4596	714	4350.6	727

	index	page_id	reaction_time	page_name	category	type	type_sub	type_issue	fan_count	talking_about_count	page_url	total_like	total_comment	total_share	1:07:14	rank_1:7:14
0	0	346937065399354	24317.0	Occupy Democrats	Political Organization	group	NaN	NaN	3900088	10721362	https://www.facebook.com/OccupyDemocrats	792155	74491	798849	1249747.8	3
1	1	15704546335	24200.0	Fox News	Media/News/Publishing	media	tv	NaN	13329520	3825122	https://www.facebook.com/FoxNews	4480553	2117810	1865659	4542444.9	1
2	2	153080620724	15644.0	Donald J. Trump	Public Figure	figure	politician	NaN	10801785	1722696	https://www.facebook.com/DonaldTrump	4463122	486152	551204	1558304.2	2
3	3	21785951839	14821.0	9GAG	App Page	others	NaN	NaN	32155423	11547502	https://www.facebook.com/9gag	13909	725	1555	4075.4	760
4	4	179035672287016	13715.0	American News	Media/News/Publishing	media	website	NaN	5368155	1672285	https://www.facebook.com/ThePatriotReview	538521	51804	182386	345455.3	27
5	5	341163402640457	11368.0	NowThis	News/Media Website	media	website	NaN	7743317	10964723	https://www.facebook.com/NowThisNews	147450	17401	4662	33452.5	222
6	6	18468761129	10566.0	The Huffington Post	Media/News/Publishing	media	website	NaN	8200138	2338598	https://www.facebook.com/HuffingtonPost	1025157	89556	412304	742430.5	8
7	7	95475020353	10407.0	Breitbart	Media/News/Publishing	media	website	NaN	2445780	1180481	https://www.facebook.com/Breitbart	1132039	313784	552679	1106603.3	4
8	8	199098633470668	9783.0	The LAD Bible	Media/News/Publishing	media	website	NaN	16164893	18579204	https://www.facebook.com/LADbible	46478	9710	9196	24319.2	259
9	9	205344452828349	9551.0	George Takei	Actor/Director	figure	journalist	NaN	9856263	2527229	https://www.facebook.com/georgehtakei	10717	2273	596	3497.2	822
10	10	114517875225866	9126.0	The Other 98%	Organization	group	NaN	inequality	3088088	5241170	https://www.facebook.com/TheOther98	99948	9665	134243	204700.5	50
11	11	22067606728	8529.0	Allen West	Public Figure	figure	politician	NaN	2436623	1552544	https://www.facebook.com/AllenBWest	17445	750	7716	13071.9	403
12	12	889307941125736	8003.0	Hillary Clinton	Politician	figure	politician	NaN	6159021	2269940	https://www.facebook.com/hillaryclinton	2042363	461294	349858	1016943.3	5
13	13	226821494115353	7525.0	Nation In Distress	Media/News/Publishing	media	website	NaN	1649087	3154824	https://www.facebook.com/NationInDistress	20822	3478	7454	14952.4	370
14	14	107705785934333	7415.0	The Federalist Papers	Media/News/Publishing	media	website	NaN	2175186	1271961	https://www.facebook.com/TheFederalistPapers	329771	54575	199279	350170.2	26
15	15	5550296508	6341.0	CNN	Media/News/Publishing	media	tv	NaN	23414282	3217462	https://www.facebook.com/cnn	617880	289587	160728	489518.1	16
16	16	86680728811	6212.0	ABC News	TV Network	media	tv	NaN	9108005	3453112	https://www.facebook.com/ABCNews	399188	201179	77633	289430.3	34
17	17	112723252096438	6149.0	The Political Insider	News/Media Website	media	website	NaN	2598529	1004533	https://www.facebook.com/ThePoliticalInsider	227963	33948	87747	169405.7	60
18	18	10643211755	6121.0	NPR	Non-Profit Organization	media	radio	NaN	5132848	1151976	https://www.facebook.com/NPR	207136	45354	65668	144396.6	70
19	19	21898300328	6112.0	BuzzFeed	Media/News/Publishing	media	website	NaN	8297094	2953846	https://www.facebook.com/BuzzFeed	49504	9953	22182	42972.3	191
20	20	184859785026060	5992.0	Faith Family America	Media/News/Publishing	media	website	NaN	3537582	1312529	https://www.facebook.com/faithfamilyamerica	53742	15053	29102	56654.1	163
21	21	219856014723410	5960.0	D.L. Hughley	Comedian	figure	journalist	NaN	2201214	2258805	https://www.facebook.com/RealDLHughley	119637	18885	72832	127148.0	79
22	22	354522044588660	5822.0	Upworthy	Media/News/Publishing	media	website	NaN	10028666	3138601	https://www.facebook.com/Upworthy	34369	1443	7292	14655.8	375
23	23	169676909894983	5606.0	Uncle Sam's Misguided Children	Website	media	website	NaN	1228559	2798671	https://www.facebook.com/UncleSamsMisguidedChi...	8601	2853	8844	15238.8	359
24	24	133961323610549	5485.0	Donald Trump For President	Politician	figure	politician	NaN	1633254	1437603	https://www.facebook.com/DonaldTrump4President	168286	36829	75417	148192.7	67
25	25	177486166274	5335.0	Being Liberal	Media/News/Publishing	media	website	NaN	1499325	803868	https://www.facebook.com/beingliberal.org	367306	34054	130558	243349.6	40
26	26	513813158657249	5325.0	Mad World News	News/Media Website	media	website	NaN	1123045	1989049	https://www.facebook.com/MadWorldNewsCorp	11927	3117	26557	40554.4	199
27	27	339226922847416	5319.0	AWM America	News/Media Website	media	website	NaN	6161533	1876242	https://www.facebook.com/AWMAmerica	19351	5165	4352	11643.4	434
28	28	9124187907	5311.0	U.S. Senator Bernie Sanders	Politician	figure	politician	NaN	4269815	1004148	https://www.facebook.com/senatorsanders	20139	1260	11770	19373.9	310
29	29	799539910084929	5175.0	Shaun King	Journalist	figure	journalist	NaN	900102	2465048	https://www.facebook.com/shaunking	96170	11014	57223	97439.0	96

	user_id	page_id	reaction_time	page_name	category	type	type_sub	type_issue	fan_count	talking_about_count	page_url	total_like	total_comment	total_share	1:07:14	rank_1:7:14
0	502548149224	10643211755	1	NPR	Non-Profit Organization	media	radio	NaN	5132848	1151976	https://www.facebook.com/NPR	207136	45354	65668	144396.6	70
1	556509309462	10643211755	1	NPR	Non-Profit Organization	media	radio	NaN	5132848	1151976	https://www.facebook.com/NPR	207136	45354	65668	144396.6	70
2	583950982121	10643211755	1	NPR	Non-Profit Organization	media	radio	NaN	5132848	1151976	https://www.facebook.com/NPR	207136	45354	65668	144396.6	70
3	620911238315	10643211755	5	NPR	Non-Profit Organization	media	radio	NaN	5132848	1151976	https://www.facebook.com/NPR	207136	45354	65668	144396.6	70
4	646962740454	10643211755	1	NPR	Non-Profit Organization	media	radio	NaN	5132848	1151976	https://www.facebook.com/NPR	207136	45354	65668	144396.6	70
...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
99510	10208786804685972	226821494115353	5	Nation In Distress	Media/News/Publishing	media	website	NaN	1649087	3154824	https://www.facebook.com/NationInDistress	20822	3478	7454	14952.4	370
99511	10209261894057338	226821494115353	1	Nation In Distress	Media/News/Publishing	media	website	NaN	1649087	3154824	https://www.facebook.com/NationInDistress	20822	3478	7454	14952.4	370
99512	10209839541891315	226821494115353	1	Nation In Distress	Media/News/Publishing	media	website	NaN	1649087	3154824	https://www.facebook.com/NationInDistress	20822	3478	7454	14952.4	370
99513	10210076675656645	226821494115353	2	Nation In Distress	Media/News/Publishing	media	website	NaN	1649087	3154824	https://www.facebook.com/NationInDistress	20822	3478	7454	14952.4	370
99514	10210813284436493	226821494115353	1	Nation In Distress	Media/News/Publishing	media	website	NaN	1649087	3154824	https://www.facebook.com/NationInDistress	20822	3478	7454	14952.4	370

	index	page_id	reaction_time	page_name	category	type	type_sub	type_issue	fan_count	talking_about_count	page_url	total_like	total_comment	total_share	1:07:14	rank_1:7:14
0	0	346937065399354	36650.0	Occupy Democrats	Political Organization	group	NaN	NaN	3900088	10721362	https://www.facebook.com/OccupyDemocrats	792155	74491	798849	1249747.8	3
1	1	15704546335	26754.0	Fox News	Media/News/Publishing	media	tv	NaN	13329520	3825122	https://www.facebook.com/FoxNews	4480553	2117810	1865659	4542444.9	1
2	2	153080620724	23879.0	Donald J. Trump	Public Figure	figure	politician	NaN	10801785	1722696	https://www.facebook.com/DonaldTrump	4463122	486152	551204	1558304.2	2
3	3	889307941125736	21235.0	Hillary Clinton	Politician	figure	politician	NaN	6159021	2269940	https://www.facebook.com/hillaryclinton	2042363	461294	349858	1016943.3	5
4	4	18468761129	15244.0	The Huffington Post	Media/News/Publishing	media	website	NaN	8200138	2338598	https://www.facebook.com/HuffingtonPost	1025157	89556	412304	742430.5	8
5	5	21785951839	14219.0	9GAG	App Page	others	NaN	NaN	32155423	11547502	https://www.facebook.com/9gag	13909	725	1555	4075.4	760
6	6	114517875225866	11853.0	The Other 98%	Organization	group	NaN	inequality	3088088	5241170	https://www.facebook.com/TheOther98	99948	9665	134243	204700.5	50
7	7	205344452828349	10776.0	George Takei	Actor/Director	figure	journalist	NaN	9856263	2527229	https://www.facebook.com/georgehtakei	10717	2273	596	3497.2	822
8	8	62507427296	10344.0	Bill Maher	Public Figure	figure	journalist	NaN	3476448	332816	https://www.facebook.com/Maher	97132	23140	9755	39568.2	208
9	9	95475020353	10218.0	Breitbart	Media/News/Publishing	media	website	NaN	2445780	1180481	https://www.facebook.com/Breitbart	1132039	313784	552679	1106603.3	4
10	10	133961323610549	10163.0	Donald Trump For President	Politician	figure	politician	NaN	1633254	1437603	https://www.facebook.com/DonaldTrump4President	168286	36829	75417	148192.7	67
11	11	226821494115353	9993.0	Nation In Distress	Media/News/Publishing	media	website	NaN	1649087	3154824	https://www.facebook.com/NationInDistress	20822	3478	7454	14952.4	370
12	12	199098633470668	9519.0	The LAD Bible	Media/News/Publishing	media	website	NaN	16164893	18579204	https://www.facebook.com/LADbible	46478	9710	9196	24319.2	259
13	13	22067606728	8506.0	Allen West	Public Figure	figure	politician	NaN	2436623	1552544	https://www.facebook.com/AllenBWest	17445	750	7716	13071.9	403
14	14	21898300328	8210.0	BuzzFeed	Media/News/Publishing	media	website	NaN	8297094	2953846	https://www.facebook.com/BuzzFeed	49504	9953	22182	42972.3	191
15	15	184859785026060	7811.0	Faith Family America	Media/News/Publishing	media	website	NaN	3537582	1312529	https://www.facebook.com/faithfamilyamerica	53742	15053	29102	56654.1	163
16	16	179035672287016	7602.0	American News	Media/News/Publishing	media	website	NaN	5368155	1672285	https://www.facebook.com/ThePatriotReview	538521	51804	182386	345455.3	27
17	17	107705785934333	7337.0	The Federalist Papers	Media/News/Publishing	media	website	NaN	2175186	1271961	https://www.facebook.com/TheFederalistPapers	329771	54575	199279	350170.2	26
18	18	5281959998	7216.0	The New York Times	Media/News/Publishing	media	newspaper	NaN	11959098	1196413	https://www.facebook.com/nytimes	529705	101940	133194	310800.1	33
19	19	339226922847416	7133.0	AWM America	News/Media Website	media	website	NaN	6161533	1876242	https://www.facebook.com/AWMAmerica	19351	5165	4352	11643.4	434
20	20	5550296508	6689.0	CNN	Media/News/Publishing	media	tv	NaN	23414282	3217462	https://www.facebook.com/cnn	617880	289587	160728	489518.1	16
21	21	69813760388	6645.0	Sean Hannity	Public Figure	figure	journalist	NaN	2460455	620133	https://www.facebook.com/SeanHannity	797223	127169	311126	604317.0	11
22	22	10643211755	6505.0	NPR	Non-Profit Organization	media	radio	NaN	5132848	1151976	https://www.facebook.com/NPR	207136	45354	65668	144396.6	70
23	23	389658314427637	6342.0	Right Wing News	Media/News/Publishing	media	website	NaN	3359206	1527994	https://www.facebook.com/OfficialRightWingNews	191206	25193	71134	136343.3	74
24	24	177486166274	6213.0	Being Liberal	Media/News/Publishing	media	website	NaN	1499325	803868	https://www.facebook.com/beingliberal.org	367306	34054	130558	243349.6	40
25	25	169676909894983	6029.0	Uncle Sam's Misguided Children	Website	media	website	NaN	1228559	2798671	https://www.facebook.com/UncleSamsMisguidedChi...	8601	2853	8844	15238.8	359
26	26	341163402640457	5978.0	NowThis	News/Media Website	media	website	NaN	7743317	10964723	https://www.facebook.com/NowThisNews	147450	17401	4662	33452.5	222
27	27	112723252096438	5759.0	The Political Insider	News/Media Website	media	website	NaN	2598529	1004533	https://www.facebook.com/ThePoliticalInsider	227963	33948	87747	169405.7	60
28	28	124955570892789	5286.0	Bernie Sanders	Politician	figure	politician	NaN	4455949	195603	https://www.facebook.com/berniesanders	173403	24948	41328	92663.1	105
29	29	354522044588660	5094.0	Upworthy	Media/News/Publishing	media	website	NaN	10028666	3138601	https://www.facebook.com/Upworthy	34369	1443	7292	14655.8	375

	index	page_id	reaction_time	page_name	category	type	type_sub	type_issue	fan_count	talking_about_count	page_url	total_like	total_comment	total_share	1:07:14	rank_1:7:14
0	0	346937065399354	36016.0	Occupy Democrats	Political Organization	group	NaN	NaN	3900088	10721362	https://www.facebook.com/OccupyDemocrats	792155	74491	798849	1249747.8	3
1	1	153080620724	28853.0	Donald J. Trump	Public Figure	figure	politician	NaN	10801785	1722696	https://www.facebook.com/DonaldTrump	4463122	486152	551204	1558304.2	2
2	2	15704546335	23138.0	Fox News	Media/News/Publishing	media	tv	NaN	13329520	3825122	https://www.facebook.com/FoxNews	4480553	2117810	1865659	4542444.9	1
3	3	21785951839	17731.0	9GAG	App Page	others	NaN	NaN	32155423	11547502	https://www.facebook.com/9gag	13909	725	1555	4075.4	760
4	4	133961323610549	13977.0	Donald Trump For President	Politician	figure	politician	NaN	1633254	1437603	https://www.facebook.com/DonaldTrump4President	168286	36829	75417	148192.7	67
5	5	95475020353	13072.0	Breitbart	Media/News/Publishing	media	website	NaN	2445780	1180481	https://www.facebook.com/Breitbart	1132039	313784	552679	1106603.3	4
6	6	18468761129	12716.0	The Huffington Post	Media/News/Publishing	media	website	NaN	8200138	2338598	https://www.facebook.com/HuffingtonPost	1025157	89556	412304	742430.5	8
7	7	889307941125736	12526.0	Hillary Clinton	Politician	figure	politician	NaN	6159021	2269940	https://www.facebook.com/hillaryclinton	2042363	461294	349858	1016943.3	5
8	8	114517875225866	11845.0	The Other 98%	Organization	group	NaN	inequality	3088088	5241170	https://www.facebook.com/TheOther98	99948	9665	134243	204700.5	50
9	9	205344452828349	10151.0	George Takei	Actor/Director	figure	journalist	NaN	9856263	2527229	https://www.facebook.com/georgehtakei	10717	2273	596	3497.2	822
10	10	199098633470668	10082.0	The LAD Bible	Media/News/Publishing	media	website	NaN	16164893	18579204	https://www.facebook.com/LADbible	46478	9710	9196	24319.2	259
11	11	22067606728	9125.0	Allen West	Public Figure	figure	politician	NaN	2436623	1552544	https://www.facebook.com/AllenBWest	17445	750	7716	13071.9	403
12	12	226821494115353	8731.0	Nation In Distress	Media/News/Publishing	media	website	NaN	1649087	3154824	https://www.facebook.com/NationInDistress	20822	3478	7454	14952.4	370
13	13	69813760388	7063.0	Sean Hannity	Public Figure	figure	journalist	NaN	2460455	620133	https://www.facebook.com/SeanHannity	797223	127169	311126	604317.0	11
14	14	10643211755	6987.0	NPR	Non-Profit Organization	media	radio	NaN	5132848	1151976	https://www.facebook.com/NPR	207136	45354	65668	144396.6	70
15	15	131201286936061	6857.0	Franklin Graham	Public Figure	figure	journalist	NaN	4473335	553129	https://www.facebook.com/FranklinGraham	107593	14532	50850	92121.7	107
16	16	179035672287016	6729.0	American News	Media/News/Publishing	media	website	NaN	5368155	1672285	https://www.facebook.com/ThePatriotReview	538521	51804	182386	345455.3	27
17	17	177486166274	6686.0	Being Liberal	Media/News/Publishing	media	website	NaN	1499325	803868	https://www.facebook.com/beingliberal.org	367306	34054	130558	243349.6	40
18	18	5550296508	6388.0	CNN	Media/News/Publishing	media	tv	NaN	23414282	3217462	https://www.facebook.com/cnn	617880	289587	160728	489518.1	16
19	19	9124187907	6066.0	U.S. Senator Bernie Sanders	Politician	figure	politician	NaN	4269815	1004148	https://www.facebook.com/senatorsanders	20139	1260	11770	19373.9	310
20	20	86680728811	6054.0	ABC News	TV Network	media	tv	NaN	9108005	3453112	https://www.facebook.com/ABCNews	399188	201179	77633	289430.3	34
21	21	138691142964027	6031.0	Dr. Ben Carson	Public Figure	figure	politician	NaN	5439989	369651	https://www.facebook.com/realbencarson	258966	13781	69854	133338.9	76
22	22	339226922847416	6004.0	AWM America	News/Media Website	media	website	NaN	6161533	1876242	https://www.facebook.com/AWMAmerica	19351	5165	4352	11643.4	434
23	23	107705785934333	5719.0	The Federalist Papers	Media/News/Publishing	media	website	NaN	2175186	1271961	https://www.facebook.com/TheFederalistPapers	329771	54575	199279	350170.2	26
24	24	169676909894983	5588.0	Uncle Sam's Misguided Children	Website	media	website	NaN	1228559	2798671	https://www.facebook.com/UncleSamsMisguidedChi...	8601	2853	8844	15238.8	359
25	25	112723252096438	5511.0	The Political Insider	News/Media Website	media	website	NaN	2598529	1004533	https://www.facebook.com/ThePoliticalInsider	227963	33948	87747	169405.7	60
26	26	21898300328	5427.0	BuzzFeed	Media/News/Publishing	media	website	NaN	8297094	2953846	https://www.facebook.com/BuzzFeed	49504	9953	22182	42972.3	191
27	27	341163402640457	5188.0	NowThis	News/Media Website	media	website	NaN	7743317	10964723	https://www.facebook.com/NowThisNews	147450	17401	4662	33452.5	222
28	28	354522044588660	5100.0	Upworthy	Media/News/Publishing	media	website	NaN	10028666	3138601	https://www.facebook.com/Upworthy	34369	1443	7292	14655.8	375
29	29	610045389164725	4895.0	Liberal Daily	Media/News/Publishing	media	website	NaN	1040020	287032	https://www.facebook.com/610045389164725	109651	17656	30208	65615.5	148

	index	page_id	reaction_time	page_name	category	type	type_sub	type_issue	fan_count	talking_about_count	page_url	total_like	total_comment	total_share	1:07:14	rank_1:7:14
0	0	346937065399354	49460.0	Occupy Democrats	Political Organization	group	NaN	NaN	3900088	10721362	https://www.facebook.com/OccupyDemocrats	792155	74491	798849	1249747.8	3
1	1	153080620724	42136.0	Donald J. Trump	Public Figure	figure	politician	NaN	10801785	1722696	https://www.facebook.com/DonaldTrump	4463122	486152	551204	1558304.2	2
2	2	15704546335	34740.0	Fox News	Media/News/Publishing	media	tv	NaN	13329520	3825122	https://www.facebook.com/FoxNews	4480553	2117810	1865659	4542444.9	1
3	3	95475020353	18809.0	Breitbart	Media/News/Publishing	media	website	NaN	2445780	1180481	https://www.facebook.com/Breitbart	1132039	313784	552679	1106603.3	4
4	4	889307941125736	15569.0	Hillary Clinton	Politician	figure	politician	NaN	6159021	2269940	https://www.facebook.com/hillaryclinton	2042363	461294	349858	1016943.3	5
5	5	18468761129	13831.0	The Huffington Post	Media/News/Publishing	media	website	NaN	8200138	2338598	https://www.facebook.com/HuffingtonPost	1025157	89556	412304	742430.5	8
6	6	21785951839	13682.0	9GAG	App Page	others	NaN	NaN	32155423	11547502	https://www.facebook.com/9gag	13909	725	1555	4075.4	760
7	7	133961323610549	13672.0	Donald Trump For President	Politician	figure	politician	NaN	1633254	1437603	https://www.facebook.com/DonaldTrump4President	168286	36829	75417	148192.7	67
8	8	179035672287016	11918.0	American News	Media/News/Publishing	media	website	NaN	5368155	1672285	https://www.facebook.com/ThePatriotReview	538521	51804	182386	345455.3	27
9	9	114517875225866	11575.0	The Other 98%	Organization	group	NaN	inequality	3088088	5241170	https://www.facebook.com/TheOther98	99948	9665	134243	204700.5	50
10	10	22067606728	11565.0	Allen West	Public Figure	figure	politician	NaN	2436623	1552544	https://www.facebook.com/AllenBWest	17445	750	7716	13071.9	403
11	11	205344452828349	10323.0	George Takei	Actor/Director	figure	journalist	NaN	9856263	2527229	https://www.facebook.com/georgehtakei	10717	2273	596	3497.2	822
12	12	199098633470668	9859.0	The LAD Bible	Media/News/Publishing	media	website	NaN	16164893	18579204	https://www.facebook.com/LADbible	46478	9710	9196	24319.2	259
13	13	69813760388	8909.0	Sean Hannity	Public Figure	figure	journalist	NaN	2460455	620133	https://www.facebook.com/SeanHannity	797223	127169	311126	604317.0	11
14	14	177486166274	8667.0	Being Liberal	Media/News/Publishing	media	website	NaN	1499325	803868	https://www.facebook.com/beingliberal.org	367306	34054	130558	243349.6	40
15	15	107705785934333	8460.0	The Federalist Papers	Media/News/Publishing	media	website	NaN	2175186	1271961	https://www.facebook.com/TheFederalistPapers	329771	54575	199279	350170.2	26
16	16	354522044588660	8153.0	Upworthy	Media/News/Publishing	media	website	NaN	10028666	3138601	https://www.facebook.com/Upworthy	34369	1443	7292	14655.8	375
17	17	10643211755	8126.0	NPR	Non-Profit Organization	media	radio	NaN	5132848	1151976	https://www.facebook.com/NPR	207136	45354	65668	144396.6	70
18	18	226821494115353	8100.0	Nation In Distress	Media/News/Publishing	media	website	NaN	1649087	3154824	https://www.facebook.com/NationInDistress	20822	3478	7454	14952.4	370
19	19	5550296508	7949.0	CNN	Media/News/Publishing	media	tv	NaN	23414282	3217462	https://www.facebook.com/cnn	617880	289587	160728	489518.1	16
20	20	86680728811	7764.0	ABC News	TV Network	media	tv	NaN	9108005	3453112	https://www.facebook.com/ABCNews	399188	201179	77633	289430.3	34
21	21	112723252096438	7636.0	The Political Insider	News/Media Website	media	website	NaN	2598529	1004533	https://www.facebook.com/ThePoliticalInsider	227963	33948	87747	169405.7	60
22	22	5281959998	7260.0	The New York Times	Media/News/Publishing	media	newspaper	NaN	11959098	1196413	https://www.facebook.com/nytimes	529705	101940	133194	310800.1	33
23	23	21898300328	7067.0	BuzzFeed	Media/News/Publishing	media	website	NaN	8297094	2953846	https://www.facebook.com/BuzzFeed	49504	9953	22182	42972.3	191
24	24	9124187907	6608.0	U.S. Senator Bernie Sanders	Politician	figure	politician	NaN	4269815	1004148	https://www.facebook.com/senatorsanders	20139	1260	11770	19373.9	310
25	25	20950654496	6430.0	The Onion	Media/News/Publishing	media	website	NaN	5994086	779283	https://www.facebook.com/TheOnion	114630	4919	37535	67455.3	145
26	26	169676909894983	6393.0	Uncle Sam's Misguided Children	Website	media	website	NaN	1228559	2798671	https://www.facebook.com/UncleSamsMisguidedChi...	8601	2853	8844	15238.8	359
27	27	131201286936061	6227.0	Franklin Graham	Public Figure	figure	journalist	NaN	4473335	553129	https://www.facebook.com/FranklinGraham	107593	14532	50850	92121.7	107
28	28	123624513983	6213.0	Western Journalism	Media/News/Publishing	media	website	NaN	4134706	488315	https://www.facebook.com/WesternJournalism	628094	103376	395163	688400.8	9
29	29	341163402640457	6176.0	NowThis	News/Media Website	media	website	NaN	7743317	10964723	https://www.facebook.com/NowThisNews	147450	17401	4662	33452.5	222

	index	page_id	reaction_time	page_name	category	type	type_sub	type_issue	fan_count	talking_about_count	page_url	total_like	total_comment	total_share	1:07:14	rank_1:7:14
0	0	153080620724	32051.0	Donald J. Trump	Public Figure	figure	politician	NaN	10801785	1722696	https://www.facebook.com/DonaldTrump	4463122	486152	551204	1558304.2	2
1	1	346937065399354	30202.0	Occupy Democrats	Political Organization	group	NaN	NaN	3900088	10721362	https://www.facebook.com/OccupyDemocrats	792155	74491	798849	1249747.8	3
2	2	15704546335	28509.0	Fox News	Media/News/Publishing	media	tv	NaN	13329520	3825122	https://www.facebook.com/FoxNews	4480553	2117810	1865659	4542444.9	1
3	3	95475020353	17025.0	Breitbart	Media/News/Publishing	media	website	NaN	2445780	1180481	https://www.facebook.com/Breitbart	1132039	313784	552679	1106603.3	4
4	4	889307941125736	16012.0	Hillary Clinton	Politician	figure	politician	NaN	6159021	2269940	https://www.facebook.com/hillaryclinton	2042363	461294	349858	1016943.3	5
5	5	21785951839	15136.0	9GAG	App Page	others	NaN	NaN	32155423	11547502	https://www.facebook.com/9gag	13909	725	1555	4075.4	760
6	6	133961323610549	14286.0	Donald Trump For President	Politician	figure	politician	NaN	1633254	1437603	https://www.facebook.com/DonaldTrump4President	168286	36829	75417	148192.7	67
7	7	199098633470668	12449.0	The LAD Bible	Media/News/Publishing	media	website	NaN	16164893	18579204	https://www.facebook.com/LADbible	46478	9710	9196	24319.2	259
8	8	205344452828349	12253.0	George Takei	Actor/Director	figure	journalist	NaN	9856263	2527229	https://www.facebook.com/georgehtakei	10717	2273	596	3497.2	822
9	9	18468761129	12221.0	The Huffington Post	Media/News/Publishing	media	website	NaN	8200138	2338598	https://www.facebook.com/HuffingtonPost	1025157	89556	412304	742430.5	8
10	10	226821494115353	10188.0	Nation In Distress	Media/News/Publishing	media	website	NaN	1649087	3154824	https://www.facebook.com/NationInDistress	20822	3478	7454	14952.4	370
11	11	22067606728	9878.0	Allen West	Public Figure	figure	politician	NaN	2436623	1552544	https://www.facebook.com/AllenBWest	17445	750	7716	13071.9	403
12	12	5550296508	9550.0	CNN	Media/News/Publishing	media	tv	NaN	23414282	3217462	https://www.facebook.com/cnn	617880	289587	160728	489518.1	16
13	13	114517875225866	9366.0	The Other 98%	Organization	group	NaN	inequality	3088088	5241170	https://www.facebook.com/TheOther98	99948	9665	134243	204700.5	50
14	14	21898300328	8868.0	BuzzFeed	Media/News/Publishing	media	website	NaN	8297094	2953846	https://www.facebook.com/BuzzFeed	49504	9953	22182	42972.3	191
15	15	107705785934333	8517.0	The Federalist Papers	Media/News/Publishing	media	website	NaN	2175186	1271961	https://www.facebook.com/TheFederalistPapers	329771	54575	199279	350170.2	26
16	16	179035672287016	8455.0	American News	Media/News/Publishing	media	website	NaN	5368155	1672285	https://www.facebook.com/ThePatriotReview	538521	51804	182386	345455.3	27
17	17	69813760388	8356.0	Sean Hannity	Public Figure	figure	journalist	NaN	2460455	620133	https://www.facebook.com/SeanHannity	797223	127169	311126	604317.0	11
18	18	5281959998	7934.0	The New York Times	Media/News/Publishing	media	newspaper	NaN	11959098	1196413	https://www.facebook.com/nytimes	529705	101940	133194	310800.1	33
19	19	62507427296	7864.0	Bill Maher	Public Figure	figure	journalist	NaN	3476448	332816	https://www.facebook.com/Maher	97132	23140	9755	39568.2	208
20	20	112723252096438	7299.0	The Political Insider	News/Media Website	media	website	NaN	2598529	1004533	https://www.facebook.com/ThePoliticalInsider	227963	33948	87747	169405.7	60
21	21	124955570892789	7028.0	Bernie Sanders	Politician	figure	politician	NaN	4455949	195603	https://www.facebook.com/berniesanders	173403	24948	41328	92663.1	105
22	22	10643211755	6816.0	NPR	Non-Profit Organization	media	radio	NaN	5132848	1151976	https://www.facebook.com/NPR	207136	45354	65668	144396.6	70
23	23	169676909894983	6765.0	Uncle Sam's Misguided Children	Website	media	website	NaN	1228559	2798671	https://www.facebook.com/UncleSamsMisguidedChi...	8601	2853	8844	15238.8	359
24	24	339226922847416	6668.0	AWM America	News/Media Website	media	website	NaN	6161533	1876242	https://www.facebook.com/AWMAmerica	19351	5165	4352	11643.4	434
25	25	86680728811	6150.0	ABC News	TV Network	media	tv	NaN	9108005	3453112	https://www.facebook.com/ABCNews	399188	201179	77633	289430.3	34
26	26	341163402640457	6110.0	NowThis	News/Media Website	media	website	NaN	7743317	10964723	https://www.facebook.com/NowThisNews	147450	17401	4662	33452.5	222
27	27	354522044588660	6004.0	Upworthy	Media/News/Publishing	media	website	NaN	10028666	3138601	https://www.facebook.com/Upworthy	34369	1443	7292	14655.8	375
28	28	307188559330028	5399.0	Cold Dead Hands	Education Website	group	NaN	gun	1376872	1685718	https://www.facebook.com/colddeadhands	45486	6654	34783	57902.6	161
29	29	184859785026060	5359.0	Faith Family America	Media/News/Publishing	media	website	NaN	3537582	1312529	https://www.facebook.com/faithfamilyamerica	53742	15053	29102	56654.1	163